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/.../1. Welcome to the MLND/
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1.Welcome to MLND.MKV
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6.1 MB
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10.Program Outline.mp4
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15.4 MB
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11.Let's Get Started.mp4
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6.6 MB
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2.Readiness Question.MKV
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5.9 MB
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3. Quiz Matrix times Vector.jpeg
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191.9 KB
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4.Quiz Differentiate w.r.t. x.jpeg
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227.0 KB
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5.1.Quiz Count words in Python.jpeg
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232.2 KB
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5.2.Count words in Python.jpeg
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243.1 KB
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5.Count words in Python.jpeg
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295.3 KB
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6.What is Machine Learning.mp4
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8.4 MB
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7.Machine Learning vs Traditional Programming.mp4
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10.4 MB
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8.1.Applications of Machine Learning.jpeg
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181.2 KB
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8.3Applications of Machine Learning.mp4
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3.4 MB
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8.Applications of Machine Learning.mp4
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11.6 MB
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9.Connections to GA Tech.mp4
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11.0 MB
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/.../2. Get Started From Artifical Intelligence to Machine Learning/
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1.Introduction to Foundations.mp4
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5.8 MB
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10.1Exercise- What is KBAI.jpeg
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251.2 KB
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10.2 Exercise- What is KBAI- Quiz Solution - Georgia Tech - KBAI- Part1.mp4
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6.2 MB
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10.Exercise- What is KBAI- Quiz - Georgia Tech - KBAI- Part1.mp4
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3.9 MB
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11.1 Exercise- The Four Schools of AI - Udacity 2016-04-19 21-49-35.jpeg
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191.4 KB
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11.2 Exercise- The Four Schools of AI Quiz Solution - Georgia Tech - KBAI- Part1.mp4
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9.1 MB
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11.Exercise- The Four Schools of AI Quiz - Georgia Tech - KBAI- Part1.mp4
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1.1 MB
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12. Bayes Rule Intro.mp4
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4.1 MB
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13.Bayes Rule Alt.mp4
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19.7 MB
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14. Unit 3 7a Bayes Rule Graphically.mp4
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19.7 MB
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14.1 Exercise- Bayes Network - Udacity 2016-04-19 21-51-15.jpeg
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211.0 KB
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14.2 Unit 3 7b Answer.mp4
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3.9 MB
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15. Machine Learning and Data Science.mp4
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4.8 MB
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16. What Is a Data Scientist- - Intro to Data Science.mp4
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3.7 MB
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17. What Is a Data Scientist- - Intro to Data Science.mp4
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8.1 MB
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18. What Does a Data Scientist Do- - Intro to Data Science.mp4
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5.8 MB
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19. Pi Chuan - What Is Data Science- - Intro to Data Science.mp4
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7.3 MB
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2.Introduction to Artificial Intelligence.mp4
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6.6 MB
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20. Basic Data Scientist Skills - Intro to Data Science.mp4
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10.9 MB
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21. Problems Solved by Data Science - Intro to Data Science.mp4
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24.1 MB
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22. From AI to ML.mp4
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8.9 MB
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23. Introduction - Intro to Machine Learning.mp4
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29.8 MB
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24. Introduction Part II - Intro to Machine Learning.mp4
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18.8 MB
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25. Georgia Tech Machine Learning.mp4
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3.7 MB
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26. Definition of ML.mp4
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26.0 MB
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27. Supervised Learning - Georgia Tech - Machine Learning.mp4
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18.4 MB
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28. Induction and Deduction - Georgia Tech - Machine Learning.mp4
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29.4 MB
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29. Induction Deduction Bookends All.mp4
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43.9 MB
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3.Conundrums in AI - Georgia Tech - KBAI- Part1.mp4
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14.2 MB
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30. Unsupervised Learning - Georgia Tech - Machine Learning.mp4
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44.8 MB
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31. Reinforcement Learning - Georgia Tech - Machine Learning.mp4
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39.4 MB
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32. Machine Learning in Action.mp4
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6.6 MB
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33.Unit 5 4 Stanley DARPA Grand Challenge.mp4
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22.4 MB
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34.Current Problems in Healthcare.mp4
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9.3 MB
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35. What fields is cognitive computing being used.mp4
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79.8 MB
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36.Introduction.mp4
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14.4 MB
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37.Nuts and Bolts.mp4
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4.3 MB
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38.Unit 5 5 Taxonomy.mp4
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37.3 MB
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39.Unit 5 6 Supervised Learning.mp4
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31.5 MB
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4.Characteristics of AI Problems - Georgia Tech - KBAI- Part1 (1).mp4
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8.9 MB
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4.Characteristics of AI Problems - Georgia Tech - KBAI- Part1.mp4
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8.9 MB
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40.Unit 5 7 Occam's Razor.mp4
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26.2 MB
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41.1 Exercise- Spam Detection - Udacity 2016-04-19 22-01-36.jpeg
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220.5 KB
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41.2 YouTube.MKV
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7.3 MB
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41.Unit 5 8 SPAM Detection.mp4
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43.4 MB
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42.1 Exercise- Classification vs. Regression - Udacity 2016-04-19 22-02-13 (1).jpeg
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211.7 KB
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42.1 Exercise- Classification vs. Regression - Udacity 2016-04-19 22-02-13.jpeg
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211.7 KB
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42.2 Unit 5 32 Answer.mp4
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5.6 MB
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42.Unit 5 31 Classification vs Regression.mp4
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22.4 MB
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43. Unit 5 33 Linear Regression.mp4
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34.1 MB
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43.1 Exercise- Linear Regression - Udacity 2016-04-19 22-03-00.jpeg
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193.0 KB
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43.2 Unit 5 34 Answer.mp4
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14.5 MB
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44. Unit 5 35 More Linear Regression.mp4
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9.4 MB
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45. Foundations Conclusions.mp4
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5.7 MB
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45.2Foundations- Conclusions - Udacity 2016-04-19 22-05-55.jpeg
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343.4 KB
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46.Give us feedback! - Udacity 2016-04-19 22-03-50.jpeg
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130.1 KB
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5.AI Bookends and Sebastian.mp4
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17.8 MB
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6.1 Exercise- What are AI Problems.jpeg
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268.7 KB
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6.2Exercise- What are AI Problems- Quiz Solution - Georgia Tech - KBAI- Part1.mp4
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4.8 MB
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6.Exercise- What are AI Problems- Quiz - Georgia Tech - KBAI- Part1.mp4
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3.9 MB
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7.1Exercise- AI in Practice- Watson.jpeg
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261.2 KB
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7.2.MKV
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4.7 MB
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7.Exercise- AI in Practice- Watson Quiz - Georgia Tech - KBAI- Part1.mp4
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10.4 MB
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8.What is Knowledge-Based AI- - Georgia Tech - KBAI- Part1.mp4
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9.7 MB
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9.Foundations- The Four Schools of AI - Georgia Tech - KBAI- Part1.mp4
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11.6 MB
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chapter01.pdf
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833.5 KB
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General MLND Timeline Updated 3.16.pdf
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190.2 KB
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Student Handbook - Machine Learning Engineer ND.pdf
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236.9 KB
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/.../3. MLND Program Orientation/
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1. Pre orientation.mp4
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2.1 MB
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10. Blocking out time.mp4
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10.2 MB
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10.1 How Do I Find Time for My Nanodegree- - Udacity 2016-04-19 22-10-50.jpeg
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220.8 KB
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11.Final Tips.mp4
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9.9 MB
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12.Wrapping Up.mp4
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4.3 MB
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2.Introduction.mp4
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2.7 MB
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3.1 Projects and Progress - Udacity 2016-04-19 22-07-40.jpeg
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210.8 KB
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3.2 Projects and Progress - Udacity 2016-04-19 22-08-27.jpeg
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210.8 KB
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3.Projects and Progress.mp4
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5.3 MB
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4.1 Career Development Opportunities - Udacity 2016-04-19 22-08-51.jpeg
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198.2 KB
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4.Career Development Opportunities - Udacity 2016-04-19 22-08-40.jpeg
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223.7 KB
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5.Connecting with Your Community - Udacity 2016-04-19 22-09-23.jpeg
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208.6 KB
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6. Support from the Udacity Team - Udacity 2016-04-19 22-09-40.jpeg
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209.8 KB
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7.How does project submission work.mp4
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5.4 MB
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8.1 Integrity and Mindset - Udacity 2016-04-19 22-10-15.jpeg
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212.5 KB
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8.Integrity and Mindset.mp4
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5.9 MB
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9.What happens if I move faster than the timeline.mp4
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3.0 MB
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/Submission/
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1.P0- Titanic Survival Exploration - Udacity 2016-04-19 22-16-59.jpeg
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265.7 KB
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/.../Titinic Survival Exploration/
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1.2 Starting the Project and Deliverables - Udacity 2016-04-19 22-13-12.jpeg
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424.6 KB
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1.Project Overview and Software - Udacity 2016-04-19 22-12-54.jpeg
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324.8 KB
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/__MACOSX/
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._titanic_data.csv
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0.2 KB
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._titanic_visualizations.py
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0.2 KB
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/2. P0 Titanic Survival Exploration/
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titanic_data.csv
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61.2 KB
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Titanic_Survival_Exploration.ipynb
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20.3 KB
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titanic_visualizations.py
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5.4 KB
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/.../1.Intro to Model Evaluation and Validation/
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1.Introduction to Model Evaluation and Validation.mp4
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4.9 MB
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2.Model Evaluation What Youll Watch.mp4
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3.8 MB
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3.Model Evaluation What Youll Learn.mp4
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5.2 MB
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4.Course Outline - Fitting It All Togther - Udacity 2016-04-19 22-21-29.jpeg
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221.1 KB
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5.Model Evaluation What Youll Do.mp4
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5.1 MB
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/.../Training & Testing Subtitles/
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1 - Benefits of Testing.srt
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1.2 KB
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2 - Benefits of Testing.srt
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1.1 KB
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3 - TrainTest Split in sklearn.srt
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4.0 KB
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/.../10. Training & Testing/
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1. Benefits of Testing - Intro to Machine Learning.mp4
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6.6 MB
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1.1 Benefits of Testing - Udacity 2016-04-20 08-08-15 (1).jpeg
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193.1 KB
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1.1 Benefits of Testing - Udacity 2016-04-20 08-08-15.jpeg
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193.1 KB
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1.2 Benefits of Testing - Intro to Machine Learning.mp4
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5.1 MB
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2. Train_Test Split in sklearn - Intro to Machine Learning.mp4
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23.4 MB
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2.1 Train-Test Split in sklearn.py
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1.0 KB
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/.../Cross Validation Subtitles/
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1 - K-Fold Cross Validation.srt
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4.7 KB
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2 - K-Fold Cross Validation.srt
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1.1 KB
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3 - K-Fold CV in sklearn.srt
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2.5 KB
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4 - Practical Advice for K-Fold in sklearn.srt
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3.4 KB
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5 - Cross Validation for Parameter Tuning.srt
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1.3 KB
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/.../11. Cross Validation/
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1. K-Fold Cross Validation - Intro to Machine Learning.mp4
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23.4 MB
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1.1 K-Fold Cross Validation - Udacity 2016-04-20 08-10-16.jpeg
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164.6 KB
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1.2 K-Fold Cross Validation - Intro to Machine Learning.mp4
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4.0 MB
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2. K-Fold CV in sklearn - Intro to Machine Learning.mp4
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26.4 MB
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2.1 K-Fold CV in sklearn - Udacity 2016-04-20 08-10-56.jpeg
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294.1 KB
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3. Practical Advice for K-Fold in sklearn - Intro to Machine Learning.mp4
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40.6 MB
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4. Cross Validation for Parameter Tuning - Intro to Machine Learning.mp4
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8.1 MB
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5. GridSearchCV in sklearn - Udacity 2016-04-20 08-11-41.jpeg
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396.3 KB
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5.1 GridSearchCV in sklearn.txt
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0.1 KB
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6. GridSearchCV in sklearn - Udacity 2016-04-20 08-12-41.jpeg
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134.8 KB
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6.1 GridSearchCV in sklearn.txt
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0.1 KB
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6.2 GridSearchCV in sklearn - Udacity 2016-04-20 08-12-53.jpeg
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171.5 KB
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/.../Representative Power of a Model Subtitles/
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1 - Curse of Dimensionality.srt
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5.8 KB
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2 - Curse of Dimensionality Two.srt
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13.0 KB
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/.../12. Representative Power of a Model/
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1 - Curse of Dimensionality.mp4
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25.2 MB
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2 - Curse of Dimensionality Two.mp4
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59.0 MB
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/.../13. Learning Curves and Model Complexity/
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1. Curse of Dimensionality - Georgia Tech - Machine Learning.mp4
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23.9 MB
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1. Learning Curves - Udacity 2016-04-20 08-17-54.jpeg
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207.5 KB
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2. Curse of Dimensionality Two - Georgia Tech - Machine Learning.mp4
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65.2 MB
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2. Learning Curves - II - Udacity 2016-04-20 08-18-04.jpeg
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175.0 KB
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3. Ideal Learning Curve - Udacity 2016-04-20 08-18-15.jpeg
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132.1 KB
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4. Model Complexity - Udacity 2016-04-20 08-18-26.jpeg
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136.8 KB
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5. Learning Curves and Model Complexity - Udacity 2016-04-20 08-18-38.jpeg
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174.3 KB
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6. Practical use of Model Complexity - Udacity 2016-04-20 08-18-48.jpeg
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155.9 KB
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7. Summary - Udacity 2016-04-20 08-18-59.jpeg
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190.3 KB
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/.../14. Project Prep/
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1. Project Overview and Highlights - Udacity 2016-04-20 08-19-29.jpeg
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318.0 KB
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1.1 Project Overview and Highlights.txt
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0.1 KB
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2. Project Description and Deliverables - Udacity 2016-04-20 08-20-19.jpeg
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378.9 KB
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2.1 Project Description and Deliverables.txt
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0.2 KB
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3. Questions & Report Structure - Udacity 2016-04-20 08-21-29.jpeg
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530.5 KB
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3.1 Questions & Report Structure.txt
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0.0 KB
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4. Evaluation & Submission - Udacity 2016-04-20 08-22-14.jpeg
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194.5 KB
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4.1 Evaluation & Submission.txt
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0.1 KB
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forum discuss.txt
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0.1 KB
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/.../1.Model Evaluation and Validation/15. Submit/
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boston_housing.ipynb
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26.0 KB
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P1- Predicting Boston Housing Prices - Udacity 2016-04-20 08-27-05.jpeg
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198.3 KB
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/.../1.Model Evaluation and Validation/2.Prerequisites/Prerequisites Subtitles/
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1 - Prerequisites.srt
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1.8 KB
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/.../1.Model Evaluation and Validation/2.Prerequisites/
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1.Statistics Review & Supporting Libraries - Udacity 2016-04-19 22-22-43.jpeg
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134.8 KB
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2.Pre-reqs - Intro to Machine Learning.mp4
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9.0 MB
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/.../Measures of Central Tendency Subtitles/
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01 - Which Major.srt
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1.1 KB
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02 - Which Major.srt
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0.8 KB
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03 - One Number to Describe Data.srt
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1.2 KB
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04 - Which Number to Choose.srt
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0.7 KB
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05 - Which Number to Choose.srt
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1.9 KB
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06 - Mode of Dataset.srt
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0.4 KB
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07 - Mode of Dataset.srt
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0.2 KB
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08 - Mode of Distribution.srt
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0.4 KB
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09 - Mode of Distribution.srt
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0.3 KB
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10 - Mode - Negatively Skewed Distribution.srt
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0.5 KB
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11 - Mode - Negatively Skewed Distribution.srt
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0.1 KB
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12 - Mode - Uniform Distribution.srt
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0.7 KB
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13 - Mode - Uniform Distribution.srt
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0.2 KB
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14 - More than One Mode.srt
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0.4 KB
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15 - More than One Mode.srt
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0.4 KB
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16 - Mode of Categorical Data.srt
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0.3 KB
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17 - Mode of Categorical Data.srt
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0.3 KB
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18 - More o Mode.srt
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0.8 KB
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19 - More o Mode.srt
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3.5 KB
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20 - Find the Mean.srt
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1.0 KB
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21 - Find the Mean.srt
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0.3 KB
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22 - Procedure for Finding Mean.srt
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0.7 KB
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23 - Procedure for Finding Mean.srt
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0.8 KB
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24 - Iterative Procedure.srt
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0.3 KB
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25 - Iterative Procedure.srt
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0.5 KB
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26 - Helpful Symbols.srt
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3.5 KB
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27 - Properties of the Mean.srt
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1.2 KB
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28 - Properties of the Mean.srt
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2.9 KB
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29 - Mean with Outlier.srt
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0.3 KB
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30 - Mean with Outlier.srt
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0.2 KB
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31 - What Can You Expect.srt
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0.3 KB
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32 - What Can You Expect.srt
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0.7 KB
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33 - UNC.srt
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1.1 KB
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34 - Requirement for Median.srt
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0.8 KB
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35 - Requirement for Median.srt
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0.1 KB
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36 - Find the Median.srt
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0.2 KB
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37 - Find the Median.srt
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1.1 KB
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38 - Median with Outlier.srt
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0.5 KB
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39 - Median with Outlier.srt
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0.2 KB
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40 - Find Median with Outlier.srt
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0.6 KB
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41 - Find Median with Outlier.srt
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0.5 KB
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42 - Measures of Center.srt
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1.7 KB
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43 - Order Measures of Center 1.srt
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1.5 KB
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44 - Order Measures of Center 1.srt
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0.7 KB
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45 - Order Measures of Center 2.srt
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0.3 KB
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46 - Order Measures of Center 2.srt
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0.5 KB
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47 - Use Measures of Center to Compare.srt
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1.7 KB
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48 - Udacians Facebook Friends - Mean.srt
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2.0 KB
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49 - Udacians Facebook Friends - Mean.srt
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1.6 KB
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50 - Udacians Facebook Friends - Median.srt
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1.7 KB
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51 - Udacians Facebook Friends - Median.srt
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1.4 KB
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52 - Formula for Location of Median.srt
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2.1 KB
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53 - Formula for Location of Median.srt
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3.3 KB
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54 - Wrap Up - Measures of Center.srt
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1.0 KB
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55 - Wrap Up - Measures of Center.srt
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1.2 KB
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56 - Good Job.srt
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0.3 KB
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/.../3.Measures of Central Tendency/
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1.1Which Major- - Udacity 2016-04-19 22-24-24.jpeg
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216.0 KB
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1.2Which Major- - Intro to Descriptive Statistics.mp4
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5.6 MB
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1.Which Major- - Intro to Descriptive Statistics.mp4
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6.3 MB
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10. More o' Mode! - Intro to Descriptive Statistics.mp4
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4.8 MB
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10.1 More o' Mode! - Udacity 2016-04-19 22-29-28.jpeg
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216.5 KB
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10.2 More o' Mode! - Intro to Descriptive Statistics.mp4
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27.7 MB
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11. Find the Mean - Intro to Descriptive Statistics.mp4
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7.7 MB
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11.1 Find the Mean - Udacity 2016-04-19 22-30-02.jpeg
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203.5 KB
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11.2 Find the Mean - Intro to Descriptive Statistics.mp4
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2.1 MB
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12. Procedure for Finding Mean - Intro to Descriptive Statistics (1).mp4
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4.2 MB
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12. Procedure for Finding Mean - Intro to Descriptive Statistics.mp4
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4.2 MB
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12.1 Procedure for Finding Mean - Udacity 2016-04-19 22-30-38.jpeg
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233.5 KB
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12.2 Procedure for Finding Mean - Intro to Descriptive Statistics.mp4
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5.3 MB
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13. Iterative Procedure - Intro to Descriptive Statistics.mp4
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1.8 MB
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13.1 Iterative Procedure - Udacity 2016-04-19 22-31-10.jpeg
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226.8 KB
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13.2 Iterative Procedure - Intro to Descriptive Statistics.mp4
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4.1 MB
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14. Helpful Symbols - Intro to Descriptive Statistics.mp4
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24.6 MB
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15. Properties of the Mean - Intro to Descriptive Statistics.mp4
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7.0 MB
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15.1 Properties of the Mean - Udacity 2016-04-19 22-31-58.jpeg
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211.7 KB
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15.2 Properties of the Mean - Intro to Descriptive Statistics.mp4
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23.3 MB
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16. Mean with Outlier - Intro to Descriptive Statistics.mp4
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1.8 MB
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16.1 Mean with Outlier - Udacity 2016-04-19 22-32-29.jpeg
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190.8 KB
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16.2 Mean with Outlier - Intro to Descriptive Statistics.mp4
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1.1 MB
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17. What Can You Expect- - Intro to Descriptive Statistics.mp4
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2.0 MB
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17.1 What Can You Expect- - Udacity 2016-04-19 22-33-03 (1).jpeg
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209.3 KB
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17.1 What Can You Expect- - Udacity 2016-04-19 22-33-03.jpeg
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209.3 KB
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17.2 What Can You Expect- - Intro to Descriptive Statistics.mp4
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4.3 MB
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18. UNC - Intro to Descriptive Statistics.mp4
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7.6 MB
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19. Requirement for Median - Intro to Descriptive Statistics.mp4
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5.1 MB
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19.1 Requirement for Median - Udacity 2016-04-19 22-33-52.jpeg
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209.5 KB
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19.2 Requirement for Median - Intro to Descriptive Statistics.mp4
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290.4 KB
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2.One Number to Describe Data - Intro to Descriptive Statistics.mp4
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8.3 MB
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20.1 Find the Median - Udacity 2016-04-19 22-34-47.jpeg
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211.8 KB
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20.2 Find the Median - Intro to Descriptive Statistics.mp4
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9.5 MB
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20.Find the Median.mp4
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927.7 KB
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21. Median with Outlier - Intro to Descriptive Statistics.mp4
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4.7 MB
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21.1 Median with Outlier - Udacity 2016-04-19 22-35-18.jpeg
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224.1 KB
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21.2 Median with Outlier - Intro to Descriptive Statistics.mp4
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994.3 KB
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22. Find Median with Outlier - Intro to Descriptive Statistics.mp4
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8.6 MB
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22.1 Find Median with Outlier - Udacity 2016-04-19 22-35-51.jpeg
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214.5 KB
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22.2 Find Median with Outlier - Intro to Descriptive Statistics.mp4
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3.9 MB
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23. Measures of Center - Intro to Descriptive Statistics.mp4
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12.6 MB
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24. Order Measures of Center 1 - Intro to Descriptive Statistics.mp4
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8.3 MB
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24.1 Order Measures of Center 1 - Udacity 2016-04-19 22-36-35.jpeg
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212.5 KB
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24.2 Order Measures of Center 1 - Intro to Descriptive Statistics (1).mp4
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4.6 MB
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24.2 Order Measures of Center 1 - Intro to Descriptive Statistics.mp4
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4.6 MB
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25. Order Measures of Center 2 - Intro to Descriptive Statistics.mp4
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2.3 MB
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25.1 Order Measures of Center 2 - Udacity 2016-04-19 22-37-10.jpeg
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185.8 KB
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25.2 Order Measures of Center.MKV
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4.1 MB
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26.1 Use Measures of Center to Compare - Udacity 2016-04-19 22-38-46.jpeg
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239.3 KB
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26.Use Measures of Center to Compare - Intro to Descriptive Statistics.mp4
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10.8 MB
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27. Udacians' Facebook Friends - Mean - Intro to Descriptive Statistics.mp4
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10.8 MB
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27.1 Udacians' Facebook Friends - Mean - Udacity 2016-04-19 22-39-12.jpeg
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250.6 KB
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27.2 Udacians' Facebook Friends - Mean - Intro to Descriptive Statistics.mp4
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15.0 MB
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28. Udacian's Facebook Friends.mp4
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10.1 MB
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28.1 Udacians' Facebook Friends - Median - Udacity 2016-04-19 22-40-36.jpeg
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256.3 KB
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28.2 Udacians' Facebook Friends - Median - Intro to Descriptive Statistics.mp4
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13.9 MB
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29. Formula for Location of Median - Intro to Descriptive Statistics.mp4
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14.3 MB
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29.1 Formula for Location of Median - Udacity 2016-04-19 22-41-15.jpeg
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195.0 KB
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29.2 Formula for Location of Median - Intro to Descriptive Statistics.mp4
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27.9 MB
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3.1Which Number to Choose- - Udacity 2016-04-19 22-25-07 (1).jpeg
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228.2 KB
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3.1Which Number to Choose- - Udacity 2016-04-19 22-25-07.jpeg
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228.2 KB
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3.2Which Number to Choose- - Intro to Descriptive Statistics.mp4
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13.3 MB
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3.Which Number to Choose- - Intro to Descriptive Statistics.mp4
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4.1 MB
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30. Wrap Up - Measures of Center - Intro to Descriptive Statistics.mp4
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6.2 MB
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30.1 Wrap Up - Measures of Center - Udacity 2016-04-19 22-41-55 (1).jpeg
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220.1 KB
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30.1 Wrap Up - Measures of Center - Udacity 2016-04-19 22-41-55.jpeg
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220.1 KB
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30.2 Wrap Up - Measures of Center - Intro to Descriptive Statistics.mp4
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8.1 MB
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31. Good Job! - Intro to Descriptive Statistics.mp4
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2.0 MB
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4. Mode of Dataset - Intro to Descriptive Statistics.mp4
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2.4 MB
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4.1 Mode of Dataset - Udacity 2016-04-19 22-25-40.jpeg
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150.6 KB
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4.2 Mode of Dataset - Intro to Descriptive Statistics.mp4
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1.1 MB
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5. Mode of Distribution - Intro to Descriptive Statistics.mp4
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2.3 MB
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5.1Mode of Distribution - Udacity 2016-04-19 22-26-16.jpeg
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205.0 KB
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5.2 Mode of Distribution - Intro to Descriptive Statistics.mp4
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1.6 MB
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6. Mode - Negatively Skewed Distribution - Intro to Descriptive Statistics.mp4
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3.4 MB
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6.1 Mode - Negatively Skewed Distribution - Udacity 2016-04-19 22-26-53.jpeg
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178.9 KB
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6.2 Mode - Negatively Skewed Distribution - Intro to Descriptive Statistics.mp4
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691.7 KB
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7.1 Mode - Uniform Distribution - Udacity 2016-04-19 22-27-45.jpeg
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173.2 KB
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7.2 Mode - Uniform Distribution - Intro to Descriptive Statistics.mp4
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1.5 MB
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7.Mode - Uniform Distribution - Intro to Descriptive Statistics.mp4
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5.0 MB
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8. More than One Mode- - Intro to Descriptive Statistics.mp4
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2.3 MB
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8.1 More than One Mode- - Udacity 2016-04-19 22-28-18.jpeg
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167.3 KB
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8.2 More than One Mode- - Intro to Descriptive Statistics.mp4
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2.6 MB
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9. Mode of Categorical Data - Intro to Descriptive Statistics.mp4
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1.6 MB
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9.1 Mode of Categorical Data - Udacity 2016-04-19 22-28-52.jpeg
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175.8 KB
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9.2 Mode of Categorical Data - Intro to Descriptive Statistics.mp4
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1.9 MB
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/.../Variability of Data Subtitles/
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01 - Social Networkers Salaries.srt
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0.7 KB
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02 - Social Networkers Salaries.srt
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0.5 KB
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03 - Should You Get an Account.srt
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0.6 KB
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04 - Whats the Difference.srt
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0.9 KB
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05 - Whats the Difference.srt
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1.0 KB
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06 - Quantify Spread.srt
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0.8 KB
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07 - Quantify Spread.srt
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0.6 KB
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08 - Does Range Change.srt
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0.2 KB
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09 - Does Range Change.srt
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1.0 KB
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10 - Mark Z the Outlier.srt
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0.3 KB
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11 - Mark Z the Outlier.srt
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0.7 KB
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12 - Chop Off the Tails.srt
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0.8 KB
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13 - Where Is Q1.srt
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0.5 KB
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14 - Where Is Q1.srt
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0.4 KB
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15 - Q3 - Q1.srt
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1.4 KB
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16 - Q3 - Q1.srt
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0.5 KB
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17 - IQR.srt
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0.7 KB
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18 - IQR.srt
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1.6 KB
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19 - What Is an Outlier.srt
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0.5 KB
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20 - What Is an Outlier.srt
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0.4 KB
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21 - Define Outlier.srt
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0.6 KB
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22 - Define Outlier.srt
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0.9 KB
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23 - Match Boxplots.srt
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1.3 KB
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24 - Match Boxplots.srt
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1.0 KB
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25 - Mean Within IQR.srt
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0.6 KB
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26 - Mean Within IQR.srt
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0.9 KB
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27 - Problem with IQR.srt
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1.0 KB
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28 - Measure Variability.srt
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1.1 KB
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29 - Measure Variability.srt
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2.3 KB
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30 - Calculate Mean.srt
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0.4 KB
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31 - Calculate Mean.srt
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0.4 KB
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32 - Deviation from Mean.srt
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0.4 KB
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33 - Deviation from Mean.srt
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0.5 KB
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34 - Average Deviation.srt
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0.2 KB
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35 - Average Deviation.srt
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0.4 KB
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36 - Equation for Average Deviation.srt
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0.6 KB
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37 - Equation for Average Deviation.srt
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0.9 KB
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38 - Be Happy and Get Rid of Negatives.srt
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1.6 KB
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39 - Be Happy and Get Rid of Negatives.srt
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1.1 KB
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40 - Absolute Deviations.srt
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0.3 KB
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41 - Absolute Deviations.srt
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0.2 KB
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42 - Average Absolute Deviation.srt
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0.1 KB
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43 - Average Absolute Deviation.srt
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0.1 KB
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44 - Formula for Avg Abs Dev.srt
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0.3 KB
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45 - Formula for Avg Abs Dev.srt
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2.9 KB
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46 - Squared Deviations.srt
|
0.2 KB
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47 - Squared Deviations.srt
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0.4 KB
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48 - Sum of Squares.srt
|
0.4 KB
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49 - Sum of Squares.srt
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1.5 KB
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50 - Average Squared Deviation.srt
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0.4 KB
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51 - Average Squared Deviation.srt
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0.2 KB
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52 - Avg Squared Dev in Words.srt
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0.5 KB
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53 - Avg Squared Dev in Words.srt
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0.7 KB
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54 - One Dimension.srt
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1.2 KB
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55 - One Dimension.srt
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0.6 KB
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56 - Standard Deviation.srt
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1.0 KB
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57 - Calculate SD.srt
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0.3 KB
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58 - Calculate SD.srt
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0.1 KB
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59 - SD Social Networkers.srt
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1.5 KB
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60 - SD Social Networkers.srt
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5.2 KB
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61 - SD in Words.srt
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1.5 KB
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62 - SD in Words.srt
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1.7 KB
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63 - Spreadsheet SD.srt
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1.1 KB
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64 - Spreadsheet SD.srt
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2.1 KB
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65 - Point of SD.srt
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2.3 KB
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66 - Find Values.srt
|
0.4 KB
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67 - Find Values.srt
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0.7 KB
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68 - Sample SD.srt
|
0.7 KB
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69 - Sample SD.srt
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0.8 KB
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70 - Bessels Correction.srt
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1.1 KB
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71 - Bessels Correction.srt
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0.2 KB
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72 - Clarifying Sample SD.srt
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2.3 KB
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73 - Jelly Beans.srt
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1.5 KB
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/.../4. Variability of Data/
|
|
1.1 Social Networkers' Salaries - Udacity 2016-04-19 22-49-07.jpeg
|
203.7 KB
|
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1.2 Social Networkers' Salaries - Intro to Descriptive Statistics.mp4
|
3.5 MB
|
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1.Social Networkers' Salaries - Intro to Descriptive Statistics.mp4
|
4.3 MB
|
|
10. IQR - Intro to Descriptive Statistics.mp4
|
4.6 MB
|
|
10.1 IQR - Udacity 2016-04-19 22-55-19.jpeg
|
211.4 KB
|
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10.2 IQR - Intro to Descriptive Statistics.mp4
|
12.4 MB
|
|
11. What Is an Outlier- - Intro to Descriptive Statistics.mp4
|
4.4 MB
|
|
11.1 What Is an Outlier- - Udacity 2016-04-19 22-55-51.jpeg
|
211.4 KB
|
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11.2 What Is an Outlier- - Intro to Descriptive Statistics.mp4
|
2.2 MB
|
|
12. Define Outlier - Intro to Descriptive Statistics.mp4
|
5.9 MB
|
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12.1 Define Outlier - Udacity 2016-04-19 22-56-24.jpeg
|
218.1 KB
|
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12.2 Define Outlier - Intro to Descriptive Statistics (1).mp4
|
11.0 MB
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12.2 Define Outlier - Intro to Descriptive Statistics.mp4
|
11.0 MB
|
|
13. Match Boxplots - Intro to Descriptive Statistics.mp4
|
9.6 MB
|
|
13.1 Match Boxplots - Udacity 2016-04-19 22-56-59.jpeg
|
231.6 KB
|
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13.2 Match Boxplots - Intro to Descriptive Statistics.mp4
|
6.1 MB
|
|
14. Mean Within IQR- - Intro to Descriptive Statistics.mp4
|
3.8 MB
|
|
14.1 Mean Within IQR- - Udacity 2016-04-19 22-57-31.jpeg
|
213.8 KB
|
|
14.2 Mean Within IQR- - Intro to Descriptive Statistics.mp4
|
6.1 MB
|
|
15. Problem with IQR - Intro to Descriptive Statistics.mp4
|
7.7 MB
|
|
16. Measure Variability - Intro to Descriptive Statistics.mp4
|
8.1 MB
|
|
16.1 Measure Variability - Udacity 2016-04-19 22-58-20.jpeg
|
240.9 KB
|
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16.2 Measure Variability - Intro to Descriptive Statistics.mp4
|
16.6 MB
|
|
17. Calculate Mean - Intro to Descriptive Statistics.mp4
|
2.0 MB
|
|
17.1 Calculate Mean - Udacity 2016-04-19 22-58-52.jpeg
|
192.3 KB
|
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17.2 Calculate Mean - Intro to Descriptive Statistics.mp4
|
3.5 MB
|
|
18. Deviation from Mean - Intro to Descriptive Statistics.mp4
|
3.1 MB
|
|
18.1 Deviation from Mean - Udacity 2016-04-19 22-59-25.jpeg
|
223.2 KB
|
|
18.2 Deviation from Mean - Intro to Descriptive Statistics.mp4
|
3.3 MB
|
|
19. Average Deviation - Intro to Descriptive Statistics.mp4
|
1.2 MB
|
|
19.1 Average Deviation - Udacity 2016-04-19 22-59-55.jpeg
|
225.3 KB
|
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19.2 Average Deviation - Intro to Descriptive Statistics.mp4
|
2.6 MB
|
|
2. Should You Get an Account- - Intro to Descriptive Statistics.mp4
|
3.1 MB
|
|
2.1 Should You Get an Account- - Udacity 2016-04-19 22-49-40.jpeg
|
215.1 KB
|
|
20. Equation for Average Deviation - Intro to Descriptive Statistics.mp4
|
3.2 MB
|
|
20.1 Equation for Average Deviation - Udacity 2016-04-19 23-00-29.jpeg
|
226.3 KB
|
|
20.2 Equation for Average Deviation - Intro to Descriptive Statistics.mp4
|
5.9 MB
|
|
21. Be Happy and Get Rid of Negatives - Intro to Descriptive Statistics.mp4
|
10.2 MB
|
|
21.1 Be Happy and Get Rid of Negatives - Udacity 2016-04-19 23-01-04.jpeg
|
250.9 KB
|
|
21.2 Be Happy and Get Rid of Negatives - Intro to Descriptive Statistics.mp4
|
7.4 MB
|
|
22. Absolute Deviations - Intro to Descriptive Statistics.mp4
|
1.8 MB
|
|
22.1 Absolute Deviations - Udacity 2016-04-19 23-01-52.jpeg
|
224.8 KB
|
|
22.2 Absolute Deviations - Intro to Descriptive Statistics.mp4
|
1.1 MB
|
|
23. Average Absolute Deviation - Intro to Descriptive Statistics.mp4
|
698.9 KB
|
|
23.1 Average Absolute Deviation - Udacity 2016-04-19 23-02-25.jpeg
|
244.2 KB
|
|
23.2 Average Absolute Deviation - Intro to Descriptive Statistics.mp4
|
1.1 MB
|
|
24. Formula for Avg. Abs. Dev. - Intro to Descriptive Statistics.mp4
|
2.0 MB
|
|
24.1 Formula for Avg. Abs. Dev. - Udacity 2016-04-19 23-03-32.jpeg
|
250.9 KB
|
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24.2 Formula for Avg. Abs. Dev. - Intro to Descriptive Statistics.mp4
|
19.7 MB
|
|
25. Squared Deviations - Intro to Descriptive Statistics.mp4
|
1.8 MB
|
|
25.1 Squared Deviations - Udacity 2016-04-19 23-04-07.jpeg
|
232.0 KB
|
|
25.2 Squared Deviations - Intro to Descriptive Statistics.mp4
|
2.4 MB
|
|
26. Sum of Squares.mp4
|
2.6 MB
|
|
26.1 Sum of Squares - Udacity 2016-04-19 23-04-53.jpeg
|
242.9 KB
|
|
26.2 Sum of Squares - Intro to Descriptive Statistics.mp4
|
12.4 MB
|
|
27. Average Squared Deviation - Intro to Descriptive Statistics.mp4
|
2.6 MB
|
|
27.1 Average Squared Deviation - Udacity 2016-04-19 23-05-25.jpeg
|
258.3 KB
|
|
27.2 Average Squared Deviation - Intro to Descriptive Statistics.mp4
|
1.7 MB
|
|
28. Avg. Squared Dev. in Words - Intro to Descriptive Statistics.mp4
|
3.1 MB
|
|
28.1 Avg. Squared Dev. in Words - Udacity 2016-04-19 23-06-00.jpeg
|
270.4 KB
|
|
28.2 Avg. Squared Dev. in Words - Intro to Descriptive Statistics.mp4
|
5.1 MB
|
|
29. One Dimension - Intro to Descriptive Statistics.mp4
|
9.6 MB
|
|
29.1 One Dimension - Udacity 2016-04-19 23-06-33.jpeg
|
279.2 KB
|
|
29.2 One Dimension - Intro to Descriptive Statistics.mp4
|
5.0 MB
|
|
3. What's the Difference- - Intro to Descriptive Statistics.mp4
|
4.8 MB
|
|
3.1 What's the Difference- - Udacity 2016-04-19 22-50-10.jpeg
|
250.4 KB
|
|
3.2 What's the Difference- - Intro to Descriptive Statistics.mp4
|
7.2 MB
|
|
30. Standard Deviation - Intro to Descriptive Statistics.mp4
|
6.8 MB
|
|
31. Calculate SD - Intro to Descriptive Statistics.mp4
|
2.1 MB
|
|
31.1 Calculate SD - Udacity 2016-04-20 07-15-12.jpeg
|
241.4 KB
|
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31.2 Calculate SD - Intro to Descriptive Statistics.mp4
|
539.0 KB
|
|
32. SD Social Networkers - Intro to Descriptive Statistics.mp4
|
8.9 MB
|
|
32.1 SD Social Networkers - Udacity 2016-04-20 07-15-57.jpeg
|
176.9 KB
|
|
32.2 SD Social Networkers - Intro to Descriptive Statistics.mp4
|
44.3 MB
|
|
33. SD in Words - Intro to Descriptive Statistics.mp4
|
10.7 MB
|
|
33.1 SD in Words - Udacity 2016-04-20 07-16-35.jpeg
|
179.7 KB
|
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33.2 SD in Words - Intro to Descriptive Statistics.mp4
|
12.7 MB
|
|
34. Spreadsheet SD - Intro to Descriptive Statistics.mp4
|
7.1 MB
|
|
34.1 Spreadsheet SD - Udacity 2016-04-20 07-17-15.jpeg
|
316.5 KB
|
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34.2 Spreadsheet SD - Intro to Descriptive Statistics.mp4
|
20.1 MB
|
|
35. Point of SD - Intro to Descriptive Statistics.mp4
|
15.9 MB
|
|
36. Find Values - Intro to Descriptive Statistics.mp4
|
2.7 MB
|
|
36.1 Find Values - Udacity 2016-04-20 07-23-10.jpeg
|
195.9 KB
|
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36.2 Find Values - Intro to Descriptive Statistics.mp4
|
5.2 MB
|
|
37. Sample SD - Intro to Descriptive Statistics.mp4
|
5.0 MB
|
|
37.1 Sample SD - Udacity 2016-04-20 07-23-49.jpeg
|
188.8 KB
|
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37.2 Sample SD - Intro to Descriptive Statistics.mp4
|
5.7 MB
|
|
38. Bessel's Correction - Intro to Descriptive Statistics.mp4
|
7.0 MB
|
|
38.1 Bessel's Correction - Udacity 2016-04-20 07-24-24.jpeg
|
200.2 KB
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38.2 Bessel's Correction - Intro to Descriptive Statistics.mp4
|
1.4 MB
|
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39. Clarifying Sample SD - Intro to Descriptive Statistics.mp4
|
17.7 MB
|
|
4. Quantify Spread - Intro to Descriptive Statistics.mp4
|
6.7 MB
|
|
4.1 Quantify Spread - Udacity 2016-04-19 22-50-45.jpeg
|
229.8 KB
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4.2 Quantify Spread - Intro to Descriptive Statistics.mp4
|
5.1 MB
|
|
40. Jelly Beans - Intro to Descriptive Statistics.mp4
|
9.7 MB
|
|
5. Does Range Change- - Intro to Descriptive Statistics.mp4
|
857.5 KB
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5.1 Does Range Change- - Udacity 2016-04-19 22-52-16.jpeg
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227.7 KB
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5.2 Does Range Change- - Intro to Descriptive Statistics.mp4
|
7.1 MB
|
|
6. Mark Z the Outlier - Intro to Descriptive Statistics.mp4
|
1.7 MB
|
|
6.1 Mark Z the Outlier - Udacity 2016-04-19 22-53-26.jpeg
|
237.1 KB
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6.2 Mark Z the Outlier - Intro to Descriptive Statistics.mp4
|
5.2 MB
|
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7. Chop Off the Tails - Intro to Descriptive Statistics.mp4
|
5.9 MB
|
|
8. Where Is Q1- - Intro to Descriptive Statistics.mp4
|
4.1 MB
|
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8.1 Where Is Q1- - Udacity 2016-04-19 22-54-16.jpeg
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276.5 KB
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8.2 Where Is Q1- - Intro to Descriptive Statistics.mp4
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5.7 MB
|
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9. Q3 - Q1 - Intro to Descriptive Statistics.mp4
|
10.3 MB
|
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9.1 Q3 - Q1 - Udacity 2016-04-19 22-54-47.jpeg
|
271.3 KB
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9.2 Q3 - Q1 - Intro to Descriptive Statistics.mp4
|
4.2 MB
|
|
Sample Social Networkers Salary n=100 - Lesson 4 (1).xlsx
|
7.9 KB
|
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Sample Social Networkers Salary n=100 - Lesson 4.xlsx
|
7.9 KB
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/.../Numpy & Pandas Tutorials Subtitles/
|
|
01 - Numpy.srt
|
1.5 KB
|
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02 - Pandas.srt
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10. Pandas Vectorized Methods - Intro to Data Science.mp4
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10.1 Pandas Vectorized Methods - Udacity 2016-04-20 07-35-28.jpeg
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11. Average Bronze Medals - Intro to Data Science.mp4
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2. Numpy - Intro to Data Science.mp4
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3. Numpy Playground.py
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10. Confusion Matrix Practice - Intro to Machine Learning.mp4
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14. Decision Tree Confusion Matrix - Intro to Machine Learning.mp4
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15. Precision and Recall - Intro to Machine Learning.mp4
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16. Powell Precision and Recall - Intro to Machine Learning.mp4
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18. True Positives in Eigenfaces - Intro to Machine Learning.mp4
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19. False Positives in Eigenfaces - Intro to Machine Learning.mp4
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2. Before Picking a Metric - Udacity 2016-04-20 07-47-51.jpeg
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20. False Negatives in Eigenfaces - Intro to Machine Learning.mp4
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20.2 False Negatives in Eigenfaces - Intro to Machine Learning.mp4
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21. -Practicing TP.mp4
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22. Equation for Precision - Intro to Machine Learning (1).mp4
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22. Equation for Precision - Intro to Machine Learning.mp4
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23. Equation for Recall - Intro to Machine Learning.mp4
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24. F1 Score - Udacity 2016-04-20 07-59-24.jpeg
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28.2 Regression Scoring Functions.txt
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8. Picking the Most Suitable Metric - Intro to Machine Learning.mp4
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9. Confusion Matrices - Intro to Machine Learning.mp4
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9.1 Confusion Matrices - Udacity 2016-04-20 07-51-02.jpeg
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/.../Causes of Error Subtitles/
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5. Bias Variance Dilemma Quiz - Intro to Machine Learning.mp4
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6. -Bias.mp4
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7. Overfitting by Eye - Intro to Machine Learning.mp4
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16.2 MB
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2. Different Data Types 2 - Categorical Data - Intro to Data Science.mp4
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8.9 MB
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3. Different Data Types 3 - Time Series Data - Intro to Data Science.mp4
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/2.Project Prep/
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boston_housing.ipynb
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1. Supervised Learning.mp4
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3. ML in The Google Self-Driving Car - Intro to Machine Learning.mp4
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4. Supervised Learning What Youll Do.mp4
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5. Quiz - Intro to Machine Learning.mp4
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20.9 MB
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178.1 KB
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5.2 MB
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6.1 Supervised Classification Example - Udacity 2016-04-21 13-45-10.jpeg
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7. Features and Labels Musical Example - Intro to Machine Learning.mp4
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9.0 MB
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8. Features Visualization Quiz - Intro to Machine Learning.mp4
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9.4 MB
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190.4 KB
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8.2 Features Visualization Solution - Intro to Machine Learning.mp4
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9. Classification By Eye Quiz - Intro to Machine Learning.mp4
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3.8 MB
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/.../10. Instance Based Learning/
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1. Instance Based Learning Before - Georgia Tech - Machine Learning.mp4
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14.4 MB
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10. Curse of Dimensionality Two - Georgia Tech - Machine Learning.mp4
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12. What Have We Learned - Georgia Tech - Machine Learning.mp4
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2. Instance Based Learning Now - Georgia Tech - Machine Learning.mp4
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3. Cost of the House - Georgia Tech - Machine Learning.mp4
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4. Cost of the House Two - Georgia Tech - Machine Learning.mp4
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5. K NN - Georgia Tech - Machine Learning.mp4
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48.2 MB
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6. Wont You Compute My Neighbors Quiz - Georgia Tech - Machine Learning.mp4
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26.4 MB
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6.1 Wont You Compute My Neighbors - Udacity 2016-04-25 14-41-59.jpeg
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71.2 MB
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16.7 MB
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208.6 KB
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7.2 Domain K NNowledge Quiz Solution - Georgia Tech - Machine Learning.mp4
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43.8 MB
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8. K NN Bias - Georgia Tech - Machine Learning.mp4
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73.7 MB
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9. Curse of Dimensionality - Georgia Tech - Machine Learning.mp4
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Instance Based Learning.pdf
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/.../11. Naive Bayes/
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1. Speed Scatterplot- Grade and Bumpiness - Intro to Machine Learning.mp4
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13.1 MB
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1.1 Speed Scatterplot- Grade and Bumpiness - Udacity 2016-04-25 14-53-38.jpeg
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217.3 KB
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1.2 Speed Scatterplot- Grade and Bumpiness - Intro to Machine Learning.mp4
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614.0 KB
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10. Getting Started With SKlearn - Intro to Machine Learning.mp4
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11. Gaussian NB Example - Intro to Machine Learning.mp4
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27.4 MB
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12. GaussianNB Deployment on Terrain Data - Intro to Machine Learning.mp4
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8.5 MB
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12.1 studentMain.py
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1.5 KB
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12.2 class_vis.py
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1.7 KB
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12.3 prep_terrain_data.py
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12.6 GaussianNB Deployment on Terrain Data - Udacity 2016-04-25 14-59-22.jpeg
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270.9 KB
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13. Accuracy of Naive Bayes - Intro to Machine Learning.mp4
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277.4 KB
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14. Training and Testing Data - Intro to Machine Learning.mp4
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19.3 MB
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15. Unpacking NB Using Bayes Rule - Intro to Machine Learning.mp4
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16. Bayes Rule - Intro to Machine Learning.mp4
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17. Cancer Test - Intro to Machine Learning.mp4
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11.7 MB
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17.1 Cancer Test - Udacity 2016-04-25 15-01-22.jpeg
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225.6 KB
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17.2 Cancer Test Solution - Intro to Machine Learning.mp4
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17.3 Cancer Test - Udacity 2016-04-25 15-01-46.jpeg
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236.6 KB
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18. Prior and Posterior - Intro to Machine Learning.mp4
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9.5 MB
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18.1 Prior and Posterior - Udacity 2016-04-25 15-02-06.jpeg
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190.6 KB
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19. Normalizing 1 - Intro to Machine Learning.mp4
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199.2 KB
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2. Speed Scatterplot 2 - Intro to Machine Learning.mp4
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886.0 KB
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180.9 KB
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2.2 Speed Scatterplot 2 - Intro to Machine Learning.mp4
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20. Normalizing 2 - Intro to Machine Learning.mp4
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20.1 Normalizing 2 - Udacity 2016-04-25 15-03-03.jpeg
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20.2 Normalizing 2 Solution - Intro to Machine Learning.mp4
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21. Normalizing 3 - Intro to Machine Learning.mp4
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409.2 KB
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21.1 Normalizing 3 - Udacity 2016-04-25 15-03-30.jpeg
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218.5 KB
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21.2 Normalizing 3 Solution - Intro to Machine Learning.mp4
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206.8 KB
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22. Total Probability - Intro to Machine Learning.mp4
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274.7 KB
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22.1 Total Probability - Udacity 2016-04-25 15-04-04.jpeg
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220.3 KB
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22.2 Total Probability Solution - Intro to Machine Learning.mp4
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895.7 KB
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23. Bayes Rule Diagram - Intro to Machine Learning.mp4
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4.9 MB
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24. Bayes Rule for Classification - Intro to Machine Learning.mp4
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18.9 MB
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24.1 Bayes Rule for Classification - Udacity 2016-04-25 15-04-43.jpeg
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216.7 KB
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24.2 Bayes Rule for Classification - Intro to Machine Learning.mp4
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838.1 KB
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25. Chris or Sara - Intro to Machine Learning.mp4
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878.9 KB
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25.1 Chris or Sara - Udacity 2016-04-25 15-05-11.jpeg
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210.9 KB
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25.2 [sol- Chris or Sara] - Intro to Machine Learning.mp4
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4.9 MB
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26. Posterior Probabilities - Intro to Machine Learning.mp4
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3.1 MB
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26.1 Posterior Probabilities - Udacity 2016-04-25 15-05-41.jpeg
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227.2 KB
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26.2 Posterior Probabilities - Intro to Machine Learning.mp4
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4.2 MB
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27. Bayesian Probabilities On Your Own - Intro to Machine Learning.mp4
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1.6 MB
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27.1 Bayesian Probabilities On Your Own - Udacity 2016-04-25 15-06-10.jpeg
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238.9 KB
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27.2 Bayesian Probabilities On Your Own - Intro to Machine Learning.mp4
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6.9 MB
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28. Why Is Naive Bayes Naive - Intro to Machine Learning.mp4
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14.7 MB
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28.1 Why Is Naive Bayes Naive - Udacity 2016-04-25 15-06-39.jpeg
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203.9 KB
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28.2 Why Is Naive Bayes Naive - Intro to Machine Learning.mp4
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2.6 MB
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3. Speed Scatterplot 3 - Intro to Machine Learning.mp4
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984.2 KB
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3.1 Speed Scatterplot 3 - Udacity 2016-04-25 14-54-38.jpeg
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184.1 KB
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3.2 Speed Scatterplot 3 - Intro to Machine Learning.mp4
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5.0 MB
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4. Scatterplots to Predictions - Intro to Machine Learning.mp4
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4.7 MB
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4.1 From Scatterplots to Predictions - Udacity 2016-04-25 14-55-06.jpeg
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165.9 KB
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4.2 Scatterplots to Predictions - Intro to Machine Learning.mp4
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1.2 MB
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5. Scatterplots to Predictions 2 - Intro to Machine Learning.mp4
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1.1 MB
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5.1 From Scatterplots to Predictions 2 - Udacity 2016-04-25 14-55-35.jpeg
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169.4 KB
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5.2 Scatterplots to Predictions 2 - Intro to Machine Learning.mp4
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1.2 MB
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6. Scatterplots to Decision Surface - Intro to Machine Learning.mp4
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4.8 MB
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6.1 From Scatterplots to Decision Surfaces - Udacity 2016-04-25 14-56-00.jpeg
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182.0 KB
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6.2 Scatterplot to Decision Surface - Intro to Machine Learning.mp4
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2.6 MB
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7. Good Linear Decision Surface - Intro to Machine Learning.mp4
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2.3 MB
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7.1 A Good Linear Decision Surface - Udacity 2016-04-25 14-56-28.jpeg
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177.5 KB
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7.2 Good Linear Decision Surface - Intro to Machine Learning.mp4
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6.1 MB
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8. Transition to Using Naive Bayes - Intro to Machine Learning.mp4
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1.3 MB
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9. NB Decision Boundary in Python - Intro to Machine Learning.mp4
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5.6 MB
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/.../11.5 Bayes NLP Mini Project/
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1. Bad Handwriting Exposition - Udacity 2016-05-25 19-09-34.jpeg
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167.4 KB
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10. Domain Knowledge Fill In - Udacity 2016-05-25 19-13-41.jpeg
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229.7 KB
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2. Calculations - Udacity 2016-05-25 19-10-04.jpeg
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206.9 KB
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3. Maximum Likelihood.py
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1.3 KB
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4. NLP Disclaimer - Udacity 2016-05-25 19-11-25.jpeg
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181.1 KB
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4.1 NLP Disclaimer.txt
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0.1 KB
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5. Optimal Classifier Example - Udacity 2016-05-25 19-12-13.jpeg
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219.2 KB
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6. Optimal Classifier Exercise.py
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2.3 KB
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7. Which Words Meditation - Udacity 2016-05-25 19-13-03.jpeg
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209.4 KB
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8. Joint Distribution Analysis - Udacity 2016-05-25 19-13-15.jpeg
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216.7 KB
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9. Domain Knowledge Quiz - Udacity 2016-05-25 19-13-28.jpeg
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202.8 KB
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/.../12. Bayesian Learning/
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1. Intro - Georgia Tech - Machine Learning.mp4
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16.0 MB
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10. Minimum Description Length - Georgia Tech - Machine Learning.mp4
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36.4 MB
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11. Which Tree Quiz - Georgia Tech - Machine Learning.mp4
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461.4 KB
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11.1 Which Tree - Udacity 2016-04-25 15-12-08.jpeg
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211.3 KB
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11.2 Which Tree Quiz Solution - Georgia Tech - Machine Learning.mp4
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59.2 MB
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12. Bayesian Classification Quiz - Georgia Tech - Machine Learning.mp4
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14.2 MB
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13. Summary - Georgia Tech - Machine Learning.mp4
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30.6 MB
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2. Bayes Rule - Georgia Tech - Machine Learning.mp4
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46.1 MB
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3. Bayes Rule p2 - Georgia Tech - Machine Learning.mp4
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35.2 MB
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4. Bayes Rule Quiz - Georgia Tech - Machine Learning.mp4
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19.8 MB
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4.1 Bayes Rule Quiz - Udacity 2016-04-25 15-09-56.jpeg
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207.7 KB
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4.2 Bayes Rule Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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79.8 MB
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5. Bayesian Learning - Georgia Tech - Machine Learning.mp4
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45.2 MB
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6. Bayesian Learning in Action - Georgia Tech - Machine Learning.mp4
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79.3 MB
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7. Noisy Data Quiz - Georgia Tech - Machine Learning.mp4
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18.7 MB
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7.1 Noisy Data - Udacity 2016-04-25 15-10-44.jpeg
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178.1 KB
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7.2 Noisy Data Quiz Solution - Georgia Tech - Machine Learning.mp4
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26.0 MB
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8. Return to Bayesian Learning - Georgia Tech - Machine Learning.mp4
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132.6 MB
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9. Best hypothesis Quiz - Georgia Tech - Machine Learning.mp4
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9.9 MB
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9.1 Best hypothesis - Udacity 2016-04-25 15-11-27.jpeg
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166.5 KB
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9.2 Best hypothesis Quiz Solution - Georgia Tech - Machine Learning.mp4
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35.2 MB
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Bayesian Learning.pdf
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493.3 KB
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/.../13. Bayesian Inference/
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1. Intro - Georgia Tech - Machine Learning.mp4
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12.2 MB
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10. Sampling - Georgia Tech - Machine Learning.mp4
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55.1 MB
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11. Inferencing Rules - Georgia Tech - Machine Learning.mp4
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15.6 MB
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12. Inferencing Rules Quiz - Georgia Tech - Machine Learning.mp4
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4.8 MB
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12.1 Inferencing Rules Quiz - Udacity 2016-04-25 15-26-48.jpeg
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202.0 KB
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12.2 Inferencing Rules Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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16.3 MB
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13. Inference By Hand Quiz - Georgia Tech - Machine Learning.mp4
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45.2 MB
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13.1 Inference By Hand - Udacity 2016-04-25 15-27-18.jpeg
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201.3 KB
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13.2 Inference By Hand Quiz Solution - Georgia Tech - Machine Learning.mp4
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80.0 MB
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14. Naive Bayes - Georgia Tech - Machine Learning.mp4
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75.3 MB
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15. Why Naive Bayes Is Cool - Georgia Tech - Machine Learning.mp4
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74.2 MB
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16. Wrapping Up - Georgia Tech - Machine Learning.mp4
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37.4 MB
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2. Joint Distribution - Georgia Tech - Machine Learning.mp4
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18.0 MB
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3. Joint Distribution Quiz - Georgia Tech - Machine Learning.mp4
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6.5 MB
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3.1 Joint Distribution Quiz - Udacity 2016-04-25 15-23-43.jpeg
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220.4 KB
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3.2 Joint Distribution Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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20.3 MB
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4. Adding Attributes - Georgia Tech - Machine Learning.mp4
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20.6 MB
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5. Conditional Independence - Georgia Tech - Machine Learning.mp4
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28.6 MB
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6. Conditional Quiz - Georgia Tech - Machine Learning.mp4
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8.0 MB
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6.1 Conditional Quiz - Udacity 2016-04-25 15-24-48.jpeg
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225.2 KB
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6.2 Conditional Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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20.8 MB
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7. Belief Networks Quiz - Georgia Tech - Machine Learning.mp4
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15.7 MB
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7.1 Belief Networks - Udacity 2016-04-25 15-25-17.jpeg
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213.8 KB
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7.2 Belief Networks Quiz Solution - Georgia Tech - Machine Learning.mp4
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60.5 MB
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8. Sampling From The Joint Distribution Quiz - Georgia Tech - Machine Learning.mp4
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18.9 MB
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8.1 Sampling From The Joint Distribution - Udacity 2016-04-25 15-25-45.jpeg
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203.2 KB
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8.2 Sampling From The Joint Distribution Quiz Solution - Georgia Tech - Machine Learning.mp4
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24.4 MB
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9. Recovering the Joint Distribution - Georgia Tech - Machine Learning.mp4
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25.1 MB
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Bayesian Inference.pdf
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396.0 KB
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/1. Supervised Learning/14. Ensemble B&B/
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1. Ensemble Learning Boosting - Georgia Tech - Machine Learning.mp4
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27.1 MB
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10. Boosting In Code - Georgia Tech - Machine Learning.mp4
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27.2 MB
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11. The Most Important Parts - Georgia Tech - Machine Learning.mp4
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42.9 MB
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12. When D agrees Quiz - Georgia Tech - Machine Learning.mp4
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9.3 MB
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12.1 When D agrees - Udacity 2016-04-25 15-39-54.jpeg
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228.6 KB
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12.2 When D agrees Quiz Solution - Georgia Tech - Machine Learning.mp4
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22.7 MB
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13. Final Hypothesis - Georgia Tech - Machine Learning.mp4
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16.0 MB
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14. Three Little Boxes - Georgia Tech - Machine Learning.mp4
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64.4 MB
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15. Which Hypothesis Quiz - Georgia Tech - Machine Learning.mp4
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3.3 MB
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15.1 Which Hypothesis - Udacity 2016-04-25 15-40-48.jpeg
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209.1 KB
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15.2 Which Hypothesis Quiz Solution - Georgia Tech - Machine Learning.mp4
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28.2 MB
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16. Good Answers - Georgia Tech - Machine Learning.mp4
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96.6 MB
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17. Back to Boosting - Georgia Tech - Machine Learning.mp4
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79.9 MB
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18. Boosting Tends to Overfit Quiz - Georgia Tech - Machine Learning.mp4
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16.8 MB
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18.1 Boosting Tends to Overfit - Udacity 2016-04-25 15-41-43.jpeg
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205.4 KB
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19. Summary - Georgia Tech - Machine Learning.mp4
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26.5 MB
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2. Ensemble Learning Simple Rules - Georgia Tech - Machine Learning.mp4
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20.0 MB
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28.2 Boosting Tends to Overfit Quiz Solution - Georgia Tech - Machine Learning.mp4
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57.0 MB
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3. Ensemble Learning Algorithm - Georgia Tech - Machine Learning.mp4
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11.2 MB
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4. Ensemble Learning Outputs Quiz - Georgia Tech - Machine Learning.mp4
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10.5 MB
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4.1 Ensemble Learning Outputs - Udacity 2016-04-25 15-37-24.jpeg
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240.9 KB
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4.2 Ensemble Learning Outputs Quiz Solution - Georgia Tech - Machine Learning.mp4
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11.3 MB
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5. Ensemble Learning An Example - Georgia Tech - Machine Learning.mp4
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22.8 MB
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6. Ensemble Boosting - Georgia Tech - Machine Learning.mp4
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15.5 MB
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7. Ensemble Boosting Quiz - Georgia Tech - Machine Learning.mp4
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25.2 MB
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7.1 Ensemble Boosting Quiz - Udacity 2016-04-25 15-38-10.jpeg
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180.1 KB
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7.2 Ensemble Boosting Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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2.9 MB
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8. Ensemble Boosting Quiz Two - Georgia Tech - Machine Learning.mp4
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1.1 MB
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8.1 Ensemble Boosting Quiz Two - Udacity 2016-04-25 15-38-37.jpeg
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188.2 KB
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8.2 Ensemble Boosting Quiz Two Quiz Solution - Georgia Tech - Machine Learning.mp4
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13.0 MB
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9. Weak Learning Quiz - Georgia Tech - Machine Learning.mp4
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21.7 MB
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9.1 Weak Learning - Udacity 2016-04-25 15-39-07.jpeg
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224.7 KB
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9.2 Weak Learning Quiz Solution - Georgia Tech - Machine Learning.mp4
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42.5 MB
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Intro to Boosting.pdf
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503.4 KB
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/1. Supervised Learning/2. Decision Trees/
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1. Difference between Classification and Regression - Georgia Tech - Machine Learning.mp4
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31.5 MB
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10. Decision Trees Learning - Georgia Tech - Machine Learning.mp4
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25.1 MB
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11. Best Attribute Quiz - Georgia Tech - Machine Learning.mp4
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5.0 MB
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11.1 Best Attribute Quiz - Udacity 2016-04-21 13-52-58.jpeg
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197.2 KB
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11.2 Best Attribute Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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24.3 MB
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12. Decision Trees Expressiveness AND - Georgia Tech - Machine Learning.mp4
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25.4 MB
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13. Decision Trees Expressiveness OR - Georgia Tech - Machine Learning.mp4
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18.5 MB
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14. Decision Trees Expressiveness XOR.MKV
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20.4 MB
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15. Decision Tree Expressiveness - Georgia Tech - Machine Learning.mp4
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68.4 MB
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16. Decision Tree Expressiveness Quiz - Georgia Tech - Machine Learning.mp4
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31.5 MB
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16.1 Decision Tree Expressiveness Quiz - Udacity 2016-04-21 13-54-49.jpeg
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231.3 KB
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16.2 Decision Tree Expressiveness Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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5.6 MB
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17. Decision Tree Expressiveness Quiz 2 - Georgia Tech - Machine Learning.mp4
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4.3 MB
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17.1 Decision Tree Expressiveness Quiz 2 - Udacity 2016-04-21 13-55-23.jpeg
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246.5 KB
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17.2 Decision Tree Expressiveness Quiz 2 Quiz Solution - Georgia Tech - Machine Learning.mp4
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25.7 MB
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18. ID3 - Georgia Tech - Machine Learning.mp4
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61.2 MB
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19. ID3 Bias - Georgia Tech - Machine Learning.mp4
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31.9 MB
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2. Supervised Learning Quiz - Georgia Tech - Machine Learning.mp4
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6.9 MB
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2.1 Quiz - Udacity 2016-04-21 13-49-52.jpeg
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200.8 KB
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2.2 Supervised Learning Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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24.8 MB
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20. Decision Trees Continuous Attributes - Georgia Tech - Machine Learning.mp4
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31.7 MB
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21. Decision Trees Other Considerations Quiz - Georgia Tech - Machine Learning.mp4
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6.2 MB
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21.1 Decision Trees Other Considerations Quiz - Udacity 2016-04-21 14-01-55.jpeg
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223.2 KB
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21.2 Decision Trees Other Considerations Quiz Solution - Georgia Tech - Machine Learning.mp4
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10.8 MB
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22. Decision Trees Other Considerations - Georgia Tech - Machine Learning.mp4
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24.8 MB
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23. Decision Trees Other Considerations Regression - Georgia Tech - Machine Learning.mp4
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14.8 MB
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24. Decision Trees Wrap up - Georgia Tech - Machine Learning.mp4
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17.6 MB
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3. Classification Learning One - Georgia Tech - Machine Learning.mp4
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30.7 MB
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4. Classification Learning Two - Georgia Tech - Machine Learning.mp4
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20.8 MB
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5. Classification Learning Three - Georgia Tech - Machine Learning.mp4
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36.5 MB
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6. Example 1- Dating - Georgia Tech - Machine Learning.mp4
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37.8 MB
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7. Representation - Georgia Tech - Machine Learning.mp4
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42.1 MB
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8. Representation Quiz - Georgia Tech - Machine Learning.mp4
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12.3 MB
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8.1 Representation Quiz - Udacity 2016-04-21 13-51-54.jpeg
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213.3 KB
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8.2 Representation Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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39.4 MB
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9. Example 2- 20 Questions - Georgia Tech - Machine Learning.mp4
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47.5 MB
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ID3 Algorithm for Decision Trees.pdf
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961.1 KB
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/.../3. More Decision Trees/
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1. Linearly Separable Data - Intro to Machine Learning.mp4
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11.1 MB
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1.1 Linearly Separable Data - Intro to Machine Learning.mp4
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694.5 KB
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1.2 Linearly Separable Data - Udacity 2016-04-21 14-05-57.jpeg
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179.3 KB
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10. Min Samples Split - Intro to Machine Learning.mp4
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4.5 MB
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10.1 Min Samples Split - Udacity 2016-04-21 14-12-08.jpeg
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215.7 KB
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10.2 Min Samples Split - Intro to Machine Learning.mp4
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5.2 MB
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11. Decision Tree Accuracy - Intro to Machine Learning.mp4
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1.3 MB
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11.1 Decision Tree Accuracy.py
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0.8 KB
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11.2 Decision Tree Accuracy - Intro to Machine Learning.mp4
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6.8 MB
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12. Data Impurity and Entropy - Intro to Machine Learning.mp4
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12.5 MB
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13. Minimizing Impurity in Splitting - Intro to Machine Learning.mp4
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5.2 MB
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13.1 Minimizing Impurity in Splitting - Udacity 2016-04-21 14-13-31.jpeg
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248.8 KB
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13.2 Minimizing Impurity in Splitting - Intro to Machine Learning.mp4
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3.5 MB
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14. Formula of Entropy - Intro to Machine Learning.mp4
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2.6 MB
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14.1 Formula of Entropy - Udacity 2016-04-21 14-14-05.jpeg
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282.2 KB
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15. Entropy Calculation Part 1 - Intro to Machine Learning.mp4
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7.3 MB
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15.1 Entropy Calculation Part 1 - Udacity 2016-04-21 14-14-28.jpeg
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227.4 KB
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15.2 Entropy Calculation Part 1 - Intro to Machine Learning.mp4
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268.8 KB
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16. Entropy Calculation Part 2 - Intro to Machine Learning.mp4
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839.0 KB
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16.1 Entropy Calculation Part 2 - Udacity 2016-04-21 14-14-58.jpeg
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223.2 KB
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16.2 Entropy Calculation Part 2 - Intro to Machine Learning.mp4
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581.9 KB
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17. Entropy Calculation Part 3 - Intro to Machine Learning.mp4
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1.7 MB
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17.1 Entropy Calculation Part 3 - Udacity 2016-04-21 14-25-18.jpeg
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232.8 KB
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17.2 Entropy Calculation Part 3 - Intro to Machine Learning.mp4
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997.1 KB
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18. Entropy Calculation Part 4 - Intro to Machine Learning.mp4
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1.7 MB
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18.1 Entropy Calculation Part 4 - Udacity 2016-04-21 14-16-10.jpeg
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217.1 KB
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18.2 Entropy Calculation Part 4 - Intro to Machine Learning.mp4
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1.2 MB
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19. Entropy Calculation Part 5 - Intro to Machine Learning.mp4
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994.5 KB
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19.1 Entropy Calculation Part 5 - Udacity 2016-04-21 14-16-46.jpeg
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237.9 KB
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19.2 Entropy Calculation Part 5 - Intro to Machine Learning.mp4
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5.2 MB
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2. Multiple Linear Questions - Intro to Machine Learning.mp4
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6.7 MB
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2.1 Multiple Linear Questions - Udacity 2016-04-21 14-06-55.jpeg
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190.7 KB
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2.2 Multiple Linear Questions - Intro to Machine Learning.mp4
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7.7 MB
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20. Information Gain - Intro to Machine Learning.mp4
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5.5 MB
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21. Information Gain Calculation Part 1 - Intro to Machine Learning.mp4
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4.4 MB
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21.1 Information Gain Calculation Part 1 - Udacity 2016-04-21 14-17-33.jpeg
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225.5 KB
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21.2 Information Gain Calculation Part 1 - Intro to Machine Learning.mp4
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3.3 MB
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22. Information Gain Calculation Part 2 - Intro to Machine Learning.mp4
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999.9 KB
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22.1 Information Gain Calculation Part 2 - Udacity 2016-04-21 14-18-09.jpeg
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236.5 KB
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22.2 Information Gain Calculation Part 2 - Intro to Machine Learning.mp4
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1.2 MB
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23. Information Gain Calculation Part 3.mp4
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483.5 KB
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23.1 Information Gain Calculation Part 3 - Udacity 2016-04-21 14-18-56.jpeg
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256.2 KB
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23.2 Information Gain Calculation Part 3 - Intro to Machine Learning.mp4
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1.0 MB
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24. Information Gain Calculation Part 4 - Intro to Machine Learning.mp4
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1.1 MB
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24.1 Information Gain Calculation Part 4 - Udacity 2016-04-21 14-19-26.jpeg
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234.5 KB
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24.2 Information Gain Calculation Part 4 - Intro to Machine Learning.mp4
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641.8 KB
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25. Information Gain Calculation Part 5 - Intro to Machine Learning.mp4
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10.5 MB
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25.1 Information Gain Calculation Part 5 - Udacity 2016-04-21 14-19-58.jpeg
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282.8 KB
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25.2 Information Gain Calculation Part 5 - Intro to Machine Learning.mp4
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1.1 MB
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26. Information Gain Calculation Part 6 - Intro to Machine Learning.mp4
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6.6 MB
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26.1 Information Gain Calculation Part 6 - Udacity 2016-04-21 14-20-31.jpeg
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262.6 KB
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26.2 Information Gain Calculation Part 6 - Intro to Machine Learning.mp4
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3.5 MB
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27. Information Gain Calculation Part 7 - Intro to Machine Learning.mp4
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2.2 MB
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27.1 Information Gain Calculation Part 7 - Udacity 2016-04-21 14-21-06.jpeg
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235.3 KB
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27.2 Information Gain Part 7 Solution - Intro to Machine Learning.mp4
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454.6 KB
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28. Information Gain Calculation Part 8 - Intro to Machine Learning.mp4
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526.0 KB
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28.1 Information Gain Calculation Part 8 - Udacity 2016-04-21 14-21-37.jpeg
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259.6 KB
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28.2 Information Gain Part 8 Solution - Intro to Machine Learning.mp4
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980.3 KB
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29. Information Gain Calculation Part 9 - Intro to Machine Learning.mp4
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552.3 KB
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29.1 Information Gain Calculation Part 9 - Udacity 2016-04-21 14-22-09.jpeg
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257.5 KB
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29.2 Information Gain Calculation Part 9 - Intro to Machine Learning.mp4
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2.3 MB
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3. Constructing a Decision Tree First Split - Intro to Machine Learning.mp4
|
4.7 MB
|
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3.1 Constructing a Decision Tree First Split - Udacity 2016-04-21 14-07-29.jpeg
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182.4 KB
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3.2 Constructing a Decision Tree First Split - Intro to Machine Learning.mp4
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4.2 MB
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30. Information Gain Calculation Part 10 - Intro to Machine Learning.mp4
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2.3 MB
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30.1 Information Gain Calculation Part 10 - Udacity 2016-04-21 14-22-58.jpeg
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254.1 KB
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30.2 Information Gain Calculation Part 10 - Intro to Machine Learning.mp4
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10.1 MB
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31. Tuning Criterion Parameter - Intro to Machine Learning.mp4
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8.0 MB
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32. Bias-Variance Dilemma - Intro to Machine Learning.mp4
|
23.8 MB
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33. DT Strengths and Weaknesses - Intro to Machine Learning.mp4
|
17.5 MB
|
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4. Constructing a Decision Tree 2nd Split - Intro to Machine Learning.mp4
|
2.2 MB
|
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4.1 Constructing a Decision Tree 2nd Split - Udacity 2016-04-21 14-08-02.jpeg
|
188.8 KB
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4.2 Constructing a Decision Tree 2nd Split - Intro to Machine Learning.mp4
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2.5 MB
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5. Class Labels After Second Split - Intro to Machine Learning.mp4
|
1.5 MB
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5.1 Class Labels After Second Split - Udacity 2016-04-21 14-08-33.jpeg
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189.6 KB
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5.2 Labels After Second Split - Intro to Machine Learning.mp4
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1.4 MB
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6. Constructing A Decision Tree_Third Split - Intro to Machine Learning.mp4
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958.1 KB
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6.1 Constructing A Decision Tree-Third Split - Udacity 2016-04-21 14-09-06.jpeg
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200.5 KB
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6.2 Constructing A Decision Tree_Third Split - Intro to Machine Learning.mp4
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6.5 MB
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7. Coding A Decision Tree - Intro to Machine Learning.mp4
|
15.6 MB
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7.1 Coding A Decision Tree.py
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0.7 KB
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7.2 Coding A Decision Tree - Intro to Machine Learning.mp4
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12.4 MB
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8. Decision Tree Accuracy - Intro to Machine Learning.mp4
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1.5 MB
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8.1 Decision Tree Accuracy.py
|
0.6 KB
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8.2 Decision Tree Accuracy - Intro to Machine Learning.mp4
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3.6 MB
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9. Decision Tree Parameters - Intro to Machine Learning.mp4
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20.4 MB
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9.1 Decision Tree Parameters - Udacity 2016-04-21 14-11-37.jpeg
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175.7 KB
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9.2 Decision Tree Parameters - Intro to Machine Learning.mp4
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5.1 MB
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/1. Supervised Learning/4. Regression & Classification/
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1. Regression Quiz - Georgia Tech - Machine Learning.mp4
|
20.0 MB
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1.1 What is Regression- - Udacity 2016-04-21 14-26-33.jpeg
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159.5 KB
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1.2 Regression Quiz Solution - Georgia Tech - Machine Learning.mp4
|
14.5 MB
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10. Housing Example Revisited - Georgia Tech - Machine Learning.mp4
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40.7 MB
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11. Other Input Spaces - Georgia Tech - Machine Learning.mp4
|
48.7 MB
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12. Conclusion - Georgia Tech - Machine Learning.mp4
|
10.0 MB
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2. Regression and Function Approximation - Georgia Tech - Machine Learning.mp4
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35.8 MB
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3. Linear Regression - Georgia Tech - Machine Learning.mp4
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32.2 MB
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3.1 Linear Regression Review.pdf
|
198.6 KB
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4. Quiz - Georgia Tech - Machine Learning.mp4
|
8.1 MB
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4.1 Find the best fit - Udacity 2016-04-21 14-28-04.jpeg
|
187.5 KB
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4.2 Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
|
33.5 MB
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5. Order of Polynomial - Georgia Tech - Machine Learning.mp4
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33.4 MB
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6. Pick the Degree Quiz - Georgia Tech - Machine Learning.mp4
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7.3 MB
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6.1 Pick the Degree - Udacity 2016-04-21 14-28-46.jpeg
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223.2 KB
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6.2 Pick the Degree Quiz - Georgia Tech - Machine Learning.mp4
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11.1 MB
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7. Polynomial Regression.mp4
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40.7 MB
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8. Errors Quiz - Georgia Tech - Machine Learning.mp4
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36.6 MB
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8.1 Errors - Udacity 2016-04-21 14-29-45.jpeg
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203.8 KB
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8.2 Errors Quiz Solution - Georgia Tech - Machine Learning.mp4
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4.5 MB
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9. Cross Validation - Georgia Tech - Machine Learning.mp4
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60.1 MB
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9.1 Cross Validation - Udacity 2016-04-21 14-30-22.jpeg
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184.9 KB
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/1. Supervised Learning/5. Regressions/
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1. Continuous Output Quiz - Intro to Machine Learning.mp4
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3.5 MB
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1.1 Continuous Output Quiz - Udacity 2016-04-24 22-07-11.jpeg
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158.1 KB
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1.2 Continuous Output Quiz - Intro to Machine Learning.mp4
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6.2 MB
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10. Equation of the Regression Line - Intro to Machine Learning.mp4
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6.2 MB
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10.1 Equation of the Regression Line - Udacity 2016-04-24 22-11-52.jpeg
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185.5 KB
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10.2 Equation of the Regression Line - Intro to Machine Learning.mp4
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2.3 MB
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11. Slope and Intercept - Intro to Machine Learning.mp4
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5.8 MB
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12. Slope Quiz - Intro to Machine Learning.mp4
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4.3 MB
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12.1 Slope Quiz - Udacity 2016-04-24 22-12-35.jpeg
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173.7 KB
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12.2 Slope Quiz - Intro to Machine Learning.mp4
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1.3 MB
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13. Intercept Quiz - Intro to Machine Learning.mp4
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2.3 MB
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13.1 Intercept Quiz - Udacity 2016-04-24 22-13-02.jpeg
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180.3 KB
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13.2 Intercept Quiz - Intro to Machine Learning.mp4
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3.7 MB
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14. Predictions Using Regression - Intro to Machine Learning.mp4
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3.7 MB
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14.1 Predictions Using Regression - Udacity 2016-04-24 22-13-37.jpeg
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170.3 KB
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14.2 Predictions Using Regression - Intro to Machine Learning.mp4
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1.2 MB
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15. Adding An Intercept - Intro to Machine Learning.mp4
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1.9 MB
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15.1 Adding An Intercept - Udacity 2016-04-24 22-14-07.jpeg
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178.8 KB
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15.2 Adding An Intercept - Intro to Machine Learning.mp4
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4.9 MB
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16. Handoff to Katie - Intro to Machine Learning.mp4
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1.6 MB
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17. Coding It Up - Intro to Machine Learning.mp4
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16.2 MB
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18. Age_Net Worth Quiz - Intro to Machine Learning.mp4
|
21.3 MB
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18.1 studentMain.py
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0.7 KB
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18.2 studentRegression.py
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0.2 KB
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18.3 Age_Net Worth Solution - Intro to Machine Learning.mp4
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3.6 MB
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19. Extracting Information from sklearn - Intro to Machine Learning.mp4
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19.4 MB
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2. Continuous Quiz - Intro to Machine Learning.mp4
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1.6 MB
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2.1 Continuous Quiz - Udacity 2016-04-24 22-07-42.jpeg
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173.8 KB
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2.2 Continuous Quiz Solution - Intro to Machine Learning.mp4
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900.4 KB
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20. Extracting Score Data from sklearn - Intro to Machine Learning.mp4
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13.2 MB
|
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21. Now You Practice Extracting Information - Udacity 2016-04-25 09-57-24.jpeg
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149.5 KB
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21.1 regressionQuiz.py
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1.7 KB
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21.2 ages_net_worths.py
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0.7 KB
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22. Linear Regression Errors - Intro to Machine Learning.mp4
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6.2 MB
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23. Error Quiz - Intro to Machine Learning.mp4
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3.6 MB
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23.1 Error Quiz - Udacity 2016-04-25 09-59-23.jpeg
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193.6 KB
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23.2 Error Quiz - Intro to Machine Learning.mp4
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3.3 MB
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24. Errors and Fit Quality - Intro to Machine Learning.mp4
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6.3 MB
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24.1 Errors and Fit Quality - Udacity 2016-04-25 09-59-56.jpeg
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257.0 KB
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24.2 Errors and Fit Quality - Intro to Machine Learning.mp4
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17.9 MB
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25. Minimizing Sum of Squared Errors - Intro to Machine Learning.mp4
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5.3 MB
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26. Algorithms for Minimizing Squared Errors - Intro to Machine Learning.mp4
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5.3 MB
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27. Why Minimize SSE - Intro to Machine Learning.mp4
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3.8 MB
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27.1 Why Minimize SSE - Udacity 2016-04-25 10-00-55.jpeg
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188.8 KB
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27.2 Why Minimize SSE - Intro to Machine Learning.mp4
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3.0 MB
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28. Problem with Minimizing Absolute Errors.mp4
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8.8 MB
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29. Evaluating Regression by Eye - Intro to Machine Learning.mp4
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4.3 MB
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29.1 Evaluating Regression by Eye - Udacity 2016-04-25 10-01-49.jpeg
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194.6 KB
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29.2 Evaluating Regression by Eye - Intro to Machine Learning.mp4
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7.3 MB
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3. Age- Continuous or Discrete- - Intro to Machine Learning.mp4
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2.9 MB
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3.1 Age- Continuous or Discrete- - Udacity 2016-04-24 22-08-13.jpeg
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164.8 KB
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3.2 [sol- age is continuous] - Intro to Machine Learning.mp4
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382.6 KB
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30. Problem with SSE - Intro to Machine Learning.mp4
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1.3 MB
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30.1 Problem with SSE - Udacity 2016-04-25 10-02-22.jpeg
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197.0 KB
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30.2 Problem with SSE - Intro to Machine Learning.mp4
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10.6 MB
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31. R Squared Metric for Regression - Intro to Machine Learning.mp4
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9.3 MB
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32. R Squared in SKlearn - Intro to Machine Learning.mp4
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21.9 MB
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33. Visualizing Regression - Intro to Machine Learning.mp4
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6.0 MB
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34. What Data Is Good For Linear Regression - Intro to Machine Learning.mp4
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4.9 MB
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34.1 What Data Is Good For Linear Regression - Udacity 2016-04-25 10-03-33.jpeg
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256.1 KB
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34.2 What Data Is Good For Linear Regression - Intro to Machine Learning.mp4
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27.0 MB
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35. Comparing Classification and Regression - Intro to Machine Learning.mp4
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11.4 MB
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36. Multi-variate Regression Quiz - Intro to Machine Learning.mp4
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14.2 MB
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36.1 Multivariate Regression Quiz - Udacity 2016-04-25 10-04-14.jpeg
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200.4 KB
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36.2 Multi-variate Regression Quiz - Intro to Machine Learning.mp4
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11.5 MB
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37. Outliers in Regression Quiz - Intro to Machine Learning.mp4
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7.5 MB
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37.1 Multi-Variate Regression Quiz 2 - Udacity 2016-04-25 10-04-47.jpeg
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188.6 KB
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37.2 03_s - Intro to Machine Learning.mp4
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9.7 MB
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4. Weather- Continuous or Discrete- - Intro to Machine Learning.mp4
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1.1 MB
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4.1 Weather- Continuous or Discrete - Udacity 2016-04-24 22-08-41.jpeg
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167.5 KB
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4.2 [sol- weather is discrete] - Intro to Machine Learning.mp4
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3.0 MB
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5. Email Author- Continuous Or Discrete- - Intro to Machine Learning.mp4
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2.1 MB
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5.1 Email Author- Continuous or Discrete - Udacity 2016-04-24 22-09-14.jpeg
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177.1 KB
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5.2 Email Author- Cont. or Discrete Solution - Intro to Machine Learning.mp4
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2.0 MB
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6. Phone Number- Continuous or Discrete- - Intro to Machine Learning.mp4
|
2.1 MB
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6.1 Phone Number- Continuous or Discrete- - Udacity 2016-04-24 22-09-45.jpeg
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175.6 KB
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6.2 Phone Number Solution - Intro to Machine Learning.mp4
|
3.0 MB
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7. Income- Continuous or Discrete- - Intro to Machine Learning.mp4
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742.9 KB
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7.1 Income- Continuous or Discrete- - Udacity 2016-04-24 22-10-23.jpeg
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173.7 KB
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7.2 [sol- income is continuous] - Intro to Machine Learning.mp4
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3.2 MB
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8. Continuous Feature Quiz - Intro to Machine Learning.mp4
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4.3 MB
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8.1 Continuous Feature Quiz - Udacity 2016-04-24 22-10-53.jpeg
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192.4 KB
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8.2 Continuous Feature Quiz - Intro to Machine Learning.mp4
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3.5 MB
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9. Supervised Learning w_ Continuous Output - Intro to Machine Learning.mp4
|
8.2 MB
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9.1 Supervised Learning w- Continuous Output - Udacity 2016-04-24 22-11-22.jpeg
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192.0 KB
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9.2 Supervised Learning w_ Continuous Output - Intro to Machine Learning.mp4
|
3.0 MB
|
|
/1. Supervised Learning/6. More Regressions/
|
|
1. Introduction.mp4
|
3.5 MB
|
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2. Parametric regression.mp4
|
32.7 MB
|
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3. K nearest neighbor.mp4
|
5.8 MB
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3.1 Thresholding function.txt
|
0.1 KB
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4. How to predict.mp4
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3.0 MB
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4.1 How to predict - Udacity 2016-04-25 10-07-57.jpeg
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203.6 KB
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4.2 How to predict.mp4
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4.5 MB
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5. Kernel regression.mp4
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11.7 MB
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6. Parametric vs non parametric.mp4
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16.2 MB
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6.1 Parametric vs non parametric - Udacity 2016-04-25 10-08-35.jpeg
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181.2 KB
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6.2 Parametric vs non parametric.mp4
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16.4 MB
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/1. Supervised Learning/7. Neural Networks/
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1. Neural Networks - Georgia Tech - Machine Learning.mp4
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33.6 MB
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10. Comparison of Learning Rules - Georgia Tech - Machine Learning.mp4
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11.4 MB
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11. Comparison of Learning Rules Quiz - Georgia Tech - Machine Learning.mp4
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10.3 MB
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11.1 Comparison of Learning Rules Quiz - Udacity 2016-04-25 10-17-29.jpeg
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259.2 KB
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11.2 Comparison of Learning Rules Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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14.4 MB
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12. Sigmoid - Georgia Tech - Machine Learning.mp4
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40.8 MB
|
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13. Neural Network Sketch - Georgia Tech - Machine Learning.mp4
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45.7 MB
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14. Optimizing Weights - Georgia Tech - Machine Learning.mp4
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33.4 MB
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15. Restriction Bias - Georgia Tech - Machine Learning.mp4
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55.0 MB
|
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16. Preference Bias - Georgia Tech - Machine Learning.mp4
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38.7 MB
|
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17. Summary - Georgia Tech - Machine Learning.mp4
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9.8 MB
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2. Artificial Neural Networks Quiz - Georgia Tech - Machine Learning.mp4
|
5.3 MB
|
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2.1 Artificial Neural Networks - Udacity 2016-04-25 10-11-08.jpeg
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217.1 KB
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2.2 Artificial Neural Networks Quiz Solution - Georgia Tech - Machine Learning.mp4
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6.6 MB
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3. How Powerful is a Perceptron Unit - Georgia Tech - Machine Learning.mp4
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32.7 MB
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3.1 Thresholding function.txt
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0.1 KB
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4. How Powerful is a Perceptron Unit Quiz - Georgia Tech - Machine Learning.mp4
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5.0 MB
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4.1 How Powerful is a Perceptron Unit Quiz - Udacity 2016-04-25 10-12-48.jpeg
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258.2 KB
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4.2 How Powerful is a Perceptron Unit Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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13.3 MB
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5. How Powerful is a Perceptron Unit OR Quiz - Georgia Tech - Machine Learning.mp4
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3.6 MB
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5.1 How Powerful is a Perceptron Unit OR Quiz - Udacity 2016-04-25 10-13-29.jpeg
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249.8 KB
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5.2 How Powerful is a Perceptron Unit OR Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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18.3 MB
|
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6. How Powerful is a Perceptron Unit NOT Quiz - Georgia Tech - Machine Learning.mp4
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5.3 MB
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6.1 How Powerful is a Perceptron Unit NOT Quiz - Udacity 2016-04-25 10-13-57.jpeg
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167.3 KB
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6.2 How Powerful is a Perceptron Unit NOT Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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16.8 MB
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7. XOR as Perceptron Network Quiz - Georgia Tech - Machine Learning.mp4
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10.1 MB
|
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7.1 XOR as Perceptron Network - Udacity 2016-04-25 10-14-31.jpeg
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197.9 KB
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7.2 XOR as Perceptron Network Quiz Solution - Georgia Tech - Machine Learning.mp4
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28.3 MB
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8. Perceptron Training - Georgia Tech - Machine Learning.mp4
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88.1 MB
|
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9. Gradient Descent - Georgia Tech - Machine Learning.mp4
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37.4 MB
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Gradient Descent.pdf
|
236.9 KB
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Neural Networks.pdf
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2.4 MB
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/.../7.5 Neural Nets Mini-project/
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1.Build a Perceptron.py
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0.9 KB
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10. Build the XOR Network.py
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1.5 KB
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11. Discretion Quiz - Udacity 2016-05-25 19-18-07.jpeg
|
247.4 KB
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12. Continuity - Udacity 2016-05-25 19-18-18.jpeg
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136.8 KB
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13. Activation Function Sandbox.py
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0.7 KB
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14. Activation Function Quiz - Udacity 2016-05-25 19-18-45.jpeg
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226.6 KB
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15. Perceptron Vs Sigmoid - Udacity 2016-05-25 19-18-58.jpeg
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216.4 KB
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16. Sigmoid Learning - Udacity 2016-05-25 19-19-10.jpeg
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206.4 KB
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17. Gradient Descent Issues - Udacity 2016-05-25 19-19-21.jpeg
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233.0 KB
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18. Sigmoid Programming Exercise.py
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2.2 KB
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19. Prediction Method.py
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2.5 KB
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2. Threshold Meditation - Udacity 2016-05-25 19-15-20.jpeg
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183.0 KB
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20. BackProp Deltas.py
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3.8 KB
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21. BackPropagation.py
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5.2 KB
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3. Where to train Perceptrons - Udacity 2016-05-25 19-15-35.jpeg
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206.6 KB
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4. Perceptron Versus Regression - Udacity 2016-05-25 19-15-46.jpeg
|
243.4 KB
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5. Perceptron Inputs - Udacity 2016-05-25 19-15-57.jpeg
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211.3 KB
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6. Neural Net Outputs - Udacity 2016-05-25 19-16-08.jpeg
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192.1 KB
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7. Perceptron Update Rule.py
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1.5 KB
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8. Layered Network Example - Udacity 2016-05-25 19-16-41.jpeg
|
241.8 KB
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9. Linear Representational Power - Udacity 2016-05-25 19-16-53.jpeg
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271.2 KB
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/.../8. Kernel Methods & SVMs/
|
|
1. The Best Line Quiz - Georgia Tech - Machine Learning.mp4
|
6.3 MB
|
|
1.1 The Best Line - Udacity 2016-04-25 10-24-33.jpeg
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170.2 KB
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1.2 The Best Line Quiz Solution - Georgia Tech - Machine Learning.mp4
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41.0 MB
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10. Summary - Georgia Tech - Machine Learning.mp4
|
27.9 MB
|
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11. Summary For Real - Georgia Tech - Machine Learning.mp4
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4.3 MB
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2. Support Vector Machine - Georgia Tech - Machine Learning.mp4
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52.8 MB
|
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3. Distance Between Planes Quiz - Georgia Tech - Machine Learning.mp4
|
5.1 MB
|
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3.1 Distance Between Planes - Udacity 2016-04-25 10-25-33.jpeg
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198.0 KB
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3.2 Distance Between Planes Quiz Solution - Georgia Tech - Machine Learning.mp4
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28.8 MB
|
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4. Still Support Vector Machines - Georgia Tech - Machine Learning.mp4
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44.6 MB
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5. Still More Support Vector Machines - Georgia Tech - Machine Learning.mp4
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19.5 MB
|
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6. Optimal Separator Quiz - Georgia Tech - Machine Learning.mp4
|
3.5 MB
|
|
6.1 Optimal Separator - Udacity 2016-04-25 10-26-22 (1).jpeg
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199.6 KB
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6.1 Optimal Separator - Udacity 2016-04-25 10-26-22.jpeg
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199.6 KB
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6.2 Optimal Separator Quiz Solution - Georgia Tech - Machine Learning.mp4
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10.3 MB
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7. Linearly Married - Georgia Tech - Machine Learning.mp4
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36.6 MB
|
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8. What is the Output Quiz - Georgia Tech - Machine Learning.mp4
|
4.7 MB
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8.1 What is the Output - Udacity 2016-04-25 10-27-02.jpeg
|
218.7 KB
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8.2 What is the Output Quiz Solution - Georgia Tech - Machine Learning.mp4
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73.3 MB
|
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9. Kernel - Georgia Tech - Machine Learning.mp4
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50.0 MB
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Kernel_Methods_and_SVMs.pdf
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352.9 KB
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/1. Supervised Learning/9. SVM/
|
|
1. Welcome to SVM - Intro to Machine Learning.mp4
|
5.1 MB
|
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10. SVM in SKlearn - Intro to Machine Learning.mp4
|
11.7 MB
|
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11. SVM Decision Boundary - Intro to Machine Learning.mp4
|
6.5 MB
|
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12. sklearn SVM Documentation - Intro to Machine Learning.mp4
|
12.6 MB
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12.1 Coding Up the SVM.py
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0.8 KB
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12.2 Coding Up the SVM - Intro to Machine Learning.mp4
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6.8 MB
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13. Nonlinear SVMs - Intro to Machine Learning.mp4
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7.3 MB
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14. Nonlinear Data - Intro to Machine Learning.mp4
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4.6 MB
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14.1 Nonlinear Data - Udacity 2016-04-25 14-35-25.jpeg
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157.0 KB
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14.2 Nonlinear Data - Intro to Machine Learning.mp4
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2.2 MB
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15. A New Feature - Intro to Machine Learning.mp4
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8.6 MB
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15.1 A New Feature - Udacity 2016-04-25 14-35-54.jpeg
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234.8 KB
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15.2 A New Feature - Intro to Machine Learning.mp4
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566.0 KB
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16. Visualizing the New Feature - Intro to Machine Learning.mp4
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9.6 MB
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17. Separating with the New Feature - Intro to Machine Learning.mp4
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1.3 MB
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17.1 Separating with the New Feature - Udacity 2016-04-25 14-36-31.jpeg
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182.2 KB
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17.2 Separating with the New Feature - Intro to Machine Learning.mp4
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4.0 MB
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18. Practice Making a New Feature - Intro to Machine Learning.mp4
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4.7 MB
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18.1 Practice Making a New Feature - Udacity 2016-04-25 14-37-02.jpeg
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161.4 KB
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18.2 Practice Making a New Feature - Intro to Machine Learning.mp4
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9.5 MB
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19. Kernel Trick - Intro to Machine Learning.mp4
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11.0 MB
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2. Separating Line - Intro to Machine Learning.mp4
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6.7 MB
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2.1 Separating Line - Udacity 2016-04-25 14-30-09.jpeg
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157.3 KB
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2.2 Separating Line - Intro to Machine Learning.mp4
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966.4 KB
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20. Playing Around with Kernel Choices - Intro to Machine Learning.mp4
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21.5 MB
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20.1 Playing Around with Kernel Choices - Udacity 2016-04-25 14-37-45.jpeg
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248.3 KB
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20.2 Playing Around with Kernel Choices - Intro to Machine Learning.mp4
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5.3 MB
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21. Kernel and Gamma - Intro to Machine Learning.mp4
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11.9 MB
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21.1 Kernel and Gamma - Udacity 2016-04-25 14-38-17.jpeg
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241.2 KB
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21.2 Kernel and Gamma - Intro to Machine Learning.mp4
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3.1 MB
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22. SVM C Parameter - Intro to Machine Learning.mp4
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14.0 MB
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22.1 SVM C Parameter - Udacity 2016-04-25 14-38-57.jpeg
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228.8 KB
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22.2 SVM C Parameter - Intro to Machine Learning.mp4
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5.4 MB
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23. Overfitting - Intro to Machine Learning.mp4
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8.5 MB
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23.1 Overfitting - Udacity 2016-04-25 14-39-26.jpeg
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185.4 KB
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23.2 Overfitting - Intro to Machine Learning.mp4
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1.7 MB
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24. SVM Strengths and Weaknesses - Intro to Machine Learning.mp4
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12.3 MB
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3. Choosing Between Separating Lines - Intro to Machine Learning.mp4
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2.6 MB
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3.1 Choosing Between Separating Lines - Udacity 2016-04-25 14-30-38.jpeg
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169.9 KB
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3.2 Choosing Between Separating Lines - Intro to Machine Learning.mp4
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554.5 KB
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4. What Makes A Good Separating Line - Intro to Machine Learning.mp4
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7.4 MB
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4.1 What Makes A Good Separating Line - Udacity 2016-04-25 14-31-04.jpeg
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192.6 KB
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4.2 What Makes A Good Separating Line.MKV
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3.1 MB
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5. Practice With Margins - Intro to Machine Learning.mp4
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1.5 MB
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5.1 Practice with Margins - Udacity 2016-04-25 14-31-36.jpeg
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175.2 KB
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5.2 Practice With Margins - Intro to Machine Learning.mp4
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5.8 MB
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6. SVMs and Tricky Data Distributions - Intro to Machine Learning.mp4
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1.8 MB
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6.1 SVMs and Tricky Data Distributions - Udacity 2016-04-25 14-32-05.jpeg
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167.0 KB
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6.2 SVMs and Tricky Data Distributions - Intro to Machine Learning.mp4
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6.5 MB
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7. SVM Response to Outliers - Intro to Machine Learning.mp4
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5.7 MB
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7.1 SVM Response to Outliers - Udacity 2016-04-25 14-32-31.jpeg
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180.9 KB
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7.2 SVM Response to Outliers - Intro to Machine Learning.mp4
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4.3 MB
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8. SVM Outlier Practice - Intro to Machine Learning.mp4
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2.6 MB
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8.1 SVM Outlier Practice - Udacity 2016-04-25 14-32-58.jpeg
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154.0 KB
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8.2 SVM Outlier Practice - Intro to Machine Learning.mp4
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5.5 MB
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9. Handoff to Katie - Intro to Machine Learning.mp4
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1.0 MB
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/2. Project/1. Project Prep/
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1. Project Description - Udacity 2016-04-25 15-51-59.jpeg
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577.5 KB
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1.2 Project Description.txt
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0.1 KB
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2. Language, Libraries & Deliverables - Udacity 2016-04-25 15-52-58.jpeg
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242.1 KB
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2.1 Language, Libraries & Deliverables.txt
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0.1 KB
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3. Questions and Report Structure - Udacity 2016-04-25 15-53-32.jpeg
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470.8 KB
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3.1 Questions and Report Structure.txt
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0.1 KB
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4. Evaluation & Submission - Udacity 2016-04-25 15-54-11.jpeg
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199.6 KB
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4.2 Evaluation & Submission.txt
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0.1 KB
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/2. Project/2. Submission/
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1. P2- Build a Student Intervention System - Udacity 2016-04-25 15-55-55.jpeg
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227.8 KB
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Bayesian Inference.pdf
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396.0 KB
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Bayesian Learning.pdf
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493.3 KB
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Gradient Descent.pdf
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236.9 KB
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ID3 Algorithm for Decision Trees.pdf
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961.1 KB
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Instance Based Learning.pdf
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167.7 KB
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Intro to Boosting.pdf
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503.4 KB
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Kernel_Methods_and_SVMs.pdf
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352.9 KB
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Linear Regression Review.pdf
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198.6 KB
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Neural Networks.pdf
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2.4 MB
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/.../1. Introduction to Unsupervised Learning/
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1. Unsupervised Learning.mp4
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9.8 MB
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2. Unsupervised Learning What Youll Watch and Learn.mp4
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8.1 MB
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/1. Unsupervised Learning/10. Outro/
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1. Reinforcement Learning Outro Part 1 - Georgia Tech - Machine Learning.mp4
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79.8 MB
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/1. Unsupervised Learning/2. Clustering/
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1. Unsupervised Learning - Intro to Machine Learning.mp4
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14.6 MB
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10. K-Means Clustering Visualization 2 - Intro to Machine Learning.mp4
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17.4 MB
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10.1 K-Means Clustering Visualization 2 - Udacity 2016-04-25 16-07-10.jpeg
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220.1 KB
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10.2 a.txt
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0.1 KB
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11. K-Means Clustering Visualization 3 - Intro to Machine Learning.mp4
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11.4 MB
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12. Sklearn - Intro to Machine Learning.mp4
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36.2 MB
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13. Some challenges of k-means - Intro to Machine Learning.mp4
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3.2 MB
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14. Limitations of K-Means Quiz - Intro to Machine Learning.mp4
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4.7 MB
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14.1 Limitations of K-Means - Udacity 2016-04-25 16-08-10.jpeg
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182.7 KB
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14.2 Limitations of K-Means Solution - Intro to Machine Learning.mp4
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1.2 MB
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15. Counterintuitive Clusters - Intro to Machine Learning.mp4
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5.4 MB
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15.1 Counterintuitive Clusters - Udacity 2016-04-25 16-08-36.jpeg
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182.7 KB
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15.2 Counterintuitive Clusters - Udacity 2016-04-25 16-08-45.jpeg
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189.4 KB
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16. Counterintuitive Clusters - Intro to Machine Learning.mp4
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3.2 MB
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16.1 Counterintuitive Clusters 2 - Udacity 2016-04-25 16-09-05.jpeg
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168.1 KB
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16.2 Counterintuitive Clusters - Intro to Machine Learning.mp4
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7.6 MB
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2. Clustering Movies - Intro to Machine Learning.mp4
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12.5 MB
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3. How Many Clusters - Intro to Machine Learning.mp4
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3.9 MB
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3.1 How Many Clusters- - Udacity 2016-04-25 16-02-50.jpeg
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172.6 KB
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3.2 How Many Clusters - Intro to Machine Learning.mp4
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2.4 MB
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4. Match Points with Clusters - Intro to Machine Learning.mp4
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4.7 MB
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4.1 Match Points with Clusters - Udacity 2016-04-25 16-03-18.jpeg
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192.2 KB
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4.2 Match Points with Clusters - Intro to Machine Learning.mp4
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3.5 MB
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5. Optimizing Centers (Rubber Bands).mp4
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3.1 MB
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5.1 Optimizing Centers (Rubber Bands) - Udacity 2016-04-25 16-03-50.jpeg
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174.9 KB
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5.2 Optimizing Centers Quiz - Intro to Machine Learning.mp4
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3.0 MB
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6. Moving Centers 2 - Intro to Machine Learning.mp4
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2.1 MB
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6.1 Moving Centers 2 - Udacity 2016-04-25 16-04-15.jpeg
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176.9 KB
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6.2 Moving Centers 2 - Intro to Machine Learning.mp4
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1.7 MB
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7. Match Points (again) - Intro to Machine Learning.mp4
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1.8 MB
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7.1 Match Points (again) - Udacity 2016-04-25 16-04-41.jpeg
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175.4 KB
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7.2 Match Points (again) - Intro to Machine Learning.mp4
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5.9 MB
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8. Handoff to Katie.mp4
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481.3 KB
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9. K-Means Clustering Visualization - Intro to Machine Learning.mp4
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5.4 MB
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9.1 K-Means Cluster Visualization - Udacity 2016-04-25 16-06-16.jpeg
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210.1 KB
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9.2 K-Means Cluster Visualization.txt
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0.1 KB
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9.3 K-Means Clustering Visualization - Intro to Machine Learning.mp4
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1.9 MB
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/1. Unsupervised Learning/3. More Clustering/
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1.1 Single Linkage Clustering - Udacity 2016-04-26 21-37-22.jpeg
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207.8 KB
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1.2 Single Linkage Clustering Quiz Solution - Georgia Tech - Machine Learning.mp4
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8.0 MB
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1.Single Linkage Clustering.MKV
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29.1 MB
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10. Properties of EM - Georgia Tech - Machine Learning.mp4
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31.5 MB
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11. Clustering Properties - Georgia Tech - Machine Learning.mp4
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38.9 MB
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12. Clustering Properties Quiz - Georgia Tech - Machine Learning.mp4
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21.1 MB
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12.1 Clustering Properties Quiz - Udacity 2016-04-26 21-49-49.jpeg
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212.7 KB
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12.2 Clustering Properties Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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35.3 MB
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13. Impossibility Theorem - Georgia Tech - Machine Learning.mp4
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23.7 MB
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14. What Have We Learned- - Georgia Tech - Machine Learning.mp4
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10.7 MB
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2. Single Linkage Clustering Two - Georgia Tech - Machine Learning.mp4
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42.3 MB
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3. Running Time of SLC Quiz - Georgia Tech - Machine Learning.mp4
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7.8 MB
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3.1 Running Time of SLC - Udacity 2016-04-26 21-38-05.jpeg
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191.1 KB
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3.2 Running Time of SLC Quiz Solution - Georgia Tech - Machine Learning.mp4
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33.5 MB
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4. Issues With SLC Quiz - Georgia Tech - Machine Learning.mp4
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4.6 MB
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4.1 Issues With SLC - Udacity 2016-04-26 21-38-35.jpeg
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208.0 KB
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4.2 Issues With SLC.mp4
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9.9 MB
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5. Soft Clustering Quiz - Georgia Tech - Machine Learning.mp4
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7.7 MB
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5.1 Soft Clustering Quiz - Udacity 2016-04-26 21-40-23.jpeg
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208.8 KB
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5.2 Soft Clustering Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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10.0 MB
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6. Soft Clustering - Georgia Tech - Machine Learning.mp4
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26.0 MB
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7. Maximum Likelihood Gaussian - Georgia Tech - Machine Learning.mp4
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18.9 MB
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8. Expectation Maximization - Georgia Tech - Machine Learning.mp4
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36.3 MB
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8.1 Expectation Maximization - Udacity 2016-04-26 21-48-36.jpeg
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243.1 KB
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9. EM Examples - Georgia Tech - Machine Learning.mp4
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40.4 MB
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/.../4. Clustering Mini-Project/
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1. Clustering Mini-Project Video - Intro to Machine Learning.mp4
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5.2 MB
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2. K-Means Clustering Mini-Project - Udacity 2016-04-26 21-56-26.jpeg
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161.3 KB
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2.1 K-Means Clustering Mini-Project.txt
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0.0 KB
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3. Clustering Features - Udacity 2016-04-26 21-57-23.jpeg
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186.1 KB
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3.1 Clustering Features.txt
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0.0 KB
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3.2 Clustering Features - Udacity 2016-04-26 21-58-05.jpeg
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175.3 KB
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4. Deploying Clustering - Udacity 2016-04-26 21-58-31.jpeg
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159.7 KB
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4.1 Deploying Clustering - Udacity 2016-04-26 21-58-41.jpeg
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205.5 KB
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5. Clustering with 3 Features - Udacity 2016-04-26 21-58-54.jpeg
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205.1 KB
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5.1 Clustering with 3 Features - Udacity 2016-04-26 21-59-05.jpeg
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208.5 KB
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6. Stock Option Range - Udacity 2016-04-26 21-59-16.jpeg
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235.4 KB
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6.1 Stock Option Range - Udacity 2016-04-26 21-59-25.jpeg
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185.3 KB
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7. Salary Range - Udacity 2016-04-26 21-59-37.jpeg
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188.8 KB
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7.1 Salary Range - Udacity 2016-04-26 21-59-47.jpeg
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177.7 KB
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8. Clustering Changes - Udacity 2016-04-26 21-59-59.jpeg
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223.3 KB
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8.1 Clustering Changes - Udacity 2016-04-26 22-00-09.jpeg
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194.1 KB
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/1. Unsupervised Learning/5. Feature Scaling/
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1. Chris Shirt Size Intuition - Intro to Machine Learning.mp4
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10.9 MB
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1.1 Chris's T-Shirt Size (Intuition) - Udacity 2016-04-26 22-01-05.jpeg
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203.3 KB
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1.2 Chris Shirt Size Solution - Intro to Machine Learning.mp4
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1.8 MB
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10. MinMax Rescaler Coding Quiz.mp4
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1.2 MB
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10.1 Min-Max Rescaler Coding Quiz - Udacity 2016-04-26 22-05-32.jpeg
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290.6 KB
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10.2 Min_Max Rescaler Coding Quiz.py
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0.5 KB
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10.3 Min_Max Rescaler Solution - Intro to Machine Learning.mp4
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1.3 MB
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11. Min_Max Scaler in sklearn - Intro to Machine Learning.mp4
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26.0 MB
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12. Quiz on Algorithms Requiring Rescaling - Intro to Machine Learning.mp4
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6.9 MB
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12.1 Quiz on Algorithms Requiring Rescaling - Udacity 2016-04-26 22-06-35.jpeg
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205.8 KB
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12.2 Algorithms Requiring Rescaling Solution - Intro to Machine Learning.mp4
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17.0 MB
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2. Quiz - Intro to Machine Learning.mp4
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4.2 MB
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2.1 A Metric for Chris - Udacity 2016-04-26 22-01-30.jpeg
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215.2 KB
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2.2 Solution - Intro to Machine Learning.mp4
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920.3 KB
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3. Quiz - Intro to Machine Learning.mp4
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646.3 KB
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3.1 Height + Weight for Cameron - Udacity 2016-04-26 22-01-56.jpeg
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209.6 KB
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3.2 Solution - Intro to Machine Learning.mp4
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972.1 KB
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4. Quiz - Intro to Machine Learning.mp4
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418.0 KB
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4.1 Sarah's Height + Weight - Udacity 2016-04-26 22-02-24.jpeg
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213.6 KB
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4.2 Solution - Intro to Machine Learning.mp4
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713.2 KB
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5. Quiz - Intro to Machine Learning.mp4
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2.4 MB
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5.1 Chris's Shirt Size by Our Metric - Udacity 2016-04-26 22-03-02.jpeg
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223.8 KB
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5.2 Solution - Intro to Machine Learning.mp4
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2.1 MB
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6. Comparing Features with Different Scales - Intro to Machine Learning.mp4
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16.3 MB
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7. Feature Scaling Formula Quiz 1 - Intro to Machine Learning.mp4
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5.3 MB
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7.1 Feature Scaling Formula Quiz 1 - Udacity 2016-04-26 22-03-41.jpeg
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192.6 KB
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7.2 Feature Scaling Formula Solution - Intro to Machine Learning.mp4
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749.3 KB
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8. Feature Scaling Formula Quiz 2 - Intro to Machine Learning.mp4
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304.2 KB
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8.1 Feature Scaling Formula Quiz 2 - Udacity 2016-04-26 22-04-07.jpeg
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196.4 KB
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8.2 Feature Scale Formula Solution 2 - Intro to Machine Learning.mp4
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506.9 KB
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9. Feature Scaling Formula Quiz 3 - Intro to Machine Learning.mp4
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3.6 MB
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9.1 Feature Scaling Formula Quiz 3 - Udacity 2016-04-26 22-04-36.jpeg
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215.6 KB
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9.2 Feature Scaling Formula Quiz 3 Solution - Intro to Machine Learning.mp4
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6.0 MB
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/1. Unsupervised Learning/6. Feature Selection/
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10. Relevance vs Usefulness - Georgia Tech - Machine Learning.mp4
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44.5 MB
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11. What Have We Learned.mp4
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12.3 MB
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2. Feature Selection - Georgia Tech - Machine Learning.mp4
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29.3 MB
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3. Algorithms Quiz - Georgia Tech - Machine Learning.mp4
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21.3 MB
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3.1 Algorithms - Udacity 2016-04-26 22-10-12.jpeg
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177.7 KB
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3.2 Algorithms Quiz Solution - Georgia Tech - Machine Learning.mp4
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19.2 MB
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4. Filtering and Wrapping - Georgia Tech - Machine Learning.mp4
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26.9 MB
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5. Speed - Georgia Tech - Machine Learning.mp4
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63.7 MB
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6. Wrapping - Georgia Tech - Machine Learning.mp4
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53.9 MB
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7. Searching.mp4
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23.2 MB
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8. Zero Training Error Quiz - Georgia Tech - Machine Learning.mp4
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21.9 MB
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8.1 Minimum features required - Udacity 2016-04-26 22-11-31.jpeg
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176.6 KB
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8.2 Zero Training Error Quiz Solution - Georgia Tech - Machine Learning.mp4
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56.8 MB
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9. Relevance - Georgia Tech - Machine Learning.mp4
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48.9 MB
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/1. Unsupervised Learning/7. PCA/
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1. Data Dimensionality - Intro to Machine Learning.mp4
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6.4 MB
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1. Introduction.mp4
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1.2 MB
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1.1 Data Dimensionality - Udacity 2016-04-26 22-20-04.jpeg
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170.6 KB
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1.2 Data Dimensionality - Intro to Machine Learning.mp4
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778.9 KB
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10. Practice Finding Centers - Intro to Machine Learning.mp4
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4.4 MB
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10.1 Practice Finding Centers - Udacity 2016-04-26 22-23-58.jpeg
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191.0 KB
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10.2 Practice Finding Centers - Intro to Machine Learning.mp4
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527.2 KB
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11. Practice Finding New Axes - Intro to Machine Learning.mp4
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512.6 KB
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11.1 Practice Finding New Axes - Udacity 2016-04-26 22-24-26.jpeg
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206.5 KB
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11.2 Practice Finding New Axes - Intro to Machine Learning.mp4
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10.5 MB
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12. Which Data is Ready for PCA - Intro to Machine Learning.mp4
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3.7 MB
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12.1 Which Data is Ready for PCA - Udacity 2016-04-26 22-24-53.jpeg
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165.2 KB
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12.2 Which Data is Good for PCA - Intro to Machine Learning.mp4
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7.4 MB
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13. When Does an Axis Dominate - Intro to Machine Learning.mp4
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2.5 MB
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13.1 When Does an Axis Dominate - Udacity 2016-04-26 22-25-21.jpeg
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175.1 KB
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13.2 When Does an Axis Dominate.MKV
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3.0 MB
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14. Latent Features - Intro to Machine Learning.mp4
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3.2 MB
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14.1 Measurable vs. Latent Features Quiz - Udacity 2016-04-26 22-25-50.jpeg
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177.5 KB
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14.2 Latent Features - Intro to Machine Learning.mp4
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591.2 KB
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15. From Four Features to Two - Intro to Machine Learning.mp4
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8.4 MB
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15.1 From Four Features to Two - Udacity 2016-04-26 22-26-18.jpeg
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195.5 KB
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15.2 From Four Features to Two - Intro to Machine Learning.mp4
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4.8 MB
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16. Compression While Preserving Information - Intro to Machine Learning.mp4
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14.8 MB
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16.1 Compression While Preserving Information - Udacity 2016-04-26 22-26-47.jpeg
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213.0 KB
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16.2 Compression While Preserving Information - Intro to Machine Learning.mp4
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4.0 MB
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17. Composite Features - Intro to Machine Learning.mp4
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21.0 MB
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17.1 Composite Features - Udacity 2016-04-26 22-27-14.jpeg
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197.5 KB
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17.2 Composite Features - Intro to Machine Learning.mp4
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3.0 MB
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18. Maximal Variance - Intro to Machine Learning.mp4
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12.5 MB
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18.1 Maximal Variance - Udacity 2016-04-26 22-27-41.jpeg
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188.7 KB
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18.2 Maximal Variance - Intro to Machine Learning.mp4
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1.7 MB
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19. Advantages of Maximal Variance - Intro to Machine Learning.mp4
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8.8 MB
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19.1 Advantages of Maximal Variance - Udacity 2016-04-26 22-28-13.jpeg
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212.8 KB
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19.2 Advantages of Maximal Variance - Intro to Machine Learning.mp4
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3.6 MB
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2. Trickier Data Dimensionality - Intro to Machine Learning.mp4
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594.4 KB
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2.1 Trickier Data Dimensionality - Udacity 2016-04-26 22-20-30.jpeg
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177.9 KB
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2.2 Trickier Dimensionality - Intro to Machine Learning.mp4
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1.7 MB
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20. Maximal Variance and Information Loss - Intro to Machine Learning.mp4
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13.9 MB
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20.1 Maximal Variance and Information Loss - Udacity 2016-04-26 22-28-38.jpeg
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223.6 KB
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20.2 Maximal Variance and Information Loss - Intro to Machine Learning.mp4
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2.0 MB
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21. Info Loss and Principal Components - Intro to Machine Learning.mp4
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11.2 MB
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22. Neighborhood Composite Feature - Intro to Machine Learning.mp4
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3.4 MB
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22.1 Neighborhood Composite Feature - Udacity 2016-04-26 22-29-16.jpeg
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210.1 KB
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22.2 Neighborhood Composite Feature.mp4
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2.9 MB
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23. PCA for Feature Transformation - Intro to Machine Learning.mp4
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21.1 MB
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24. Maximum Number of PCs Quiz - Intro to Machine Learning.mp4
|
2.5 MB
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24.1 Maximum Number of PCs Quiz - Udacity 2016-04-26 22-29-53.jpeg
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189.5 KB
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24.2 Maximum Number of PCs Quiz - Intro to Machine Learning.mp4
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1.8 MB
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25. Review_Definition of PCA - Intro to Machine Learning.mp4
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15.8 MB
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26. Applying PCA to Real Data - Udacity 2016-04-26 22-30-26.jpeg
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143.5 KB
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26.1 Applying PCA to Real Data.txt
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0.1 KB
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27. PCA on the Enron Finance Data - Intro to Machine Learning.mp4
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6.0 MB
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27.1 PCA on the Enron Finance Data - Udacity 2016-04-26 22-31-09.jpeg
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175.4 KB
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27.2 PCA on Enron finance data - Intro to Machine Learning.mp4
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2.7 MB
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28. PCA in sklearn - Intro to Machine Learning.mp4
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27.5 MB
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28.1 PCA in sklearn - Udacity 2016-04-26 22-31-40.jpeg
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319.3 KB
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29. When to Use PCA - Intro to Machine Learning.mp4
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23.4 MB
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3. -One-Dimensional.mp4
|
1.4 MB
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3.1 One-Dimensional, or Two- - Udacity 2016-04-26 22-20-59.jpeg
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188.4 KB
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3.2 -One-Dimensional.mp4
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4.8 MB
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30. PCA for Facial Recognition - Intro to Machine Learning.mp4
|
8.2 MB
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30.1 PCA for Facial Recognition - Udacity 2016-04-26 22-32-09.jpeg
|
206.6 KB
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30.2 PCA for Facial Recognition - Intro to Machine Learning.mp4
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12.6 MB
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31. Eigenfaces Code - Intro to Machine Learning.mp4
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37.0 MB
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4. Slightly Less Perfect Data - Intro to Machine Learning.mp4
|
1.6 MB
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4.1 Slightly Less Perfect Data - Udacity 2016-04-26 22-21-24.jpeg
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181.1 KB
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4.2 Slightly Less Perfect Data - Intro to Machine Learning.mp4
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4.3 MB
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5. Trickiest Data Dimensionality - Intro to Machine Learning.mp4
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1.5 MB
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5.1 Trickiest Data Dimensionality - Udacity 2016-04-26 22-21-50.jpeg
|
180.3 KB
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5.2 Trickiest Data Dimensionality - Intro to Machine Learning.mp4
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8.4 MB
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6. PCA for Data Transformation - Intro to Machine Learning.mp4
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9.1 MB
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7. Center of a New Coordinate System - Intro to Machine Learning.mp4
|
6.4 MB
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7.1 Center of a New Coordinate System - Udacity 2016-04-26 22-22-29.jpeg
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183.2 KB
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7.2 Center of a New Coordinate System - Intro to Machine Learning.mp4
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1.8 MB
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8. Principal Axis of New Coordinate System - Intro to Machine Learning.mp4
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4.4 MB
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8.1 Principal Axis of New Coordinate System - Udacity 2016-04-26 22-22-56.jpeg
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205.2 KB
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8.2 Principal Axis of New Coordinate System - Intro to Machine Learning.mp4
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884.6 KB
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9. Second Principal Component of New System - Intro to Machine Learning.mp4
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3.0 MB
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9.1 Second Principal Component of New System - Udacity 2016-04-26 22-23-25.jpeg
|
212.1 KB
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9.2 Second Principal Component of New System - Intro to Machine Learning.mp4
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6.3 MB
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/.../8. PCA Mini-Project/
|
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1. PCA Mini Project Video - Intro to Machine Learning.mp4
|
5.2 MB
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2. PCA Mini-Project - Udacity 2016-04-27 07-11-34.jpeg
|
216.4 KB
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2.1 PCA Mini-Project.txt
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0.2 KB
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3. Explained Variance of Each PC - Udacity 2016-04-27 07-12-36.jpeg
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345.3 KB
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3.1 Explained Variance of Each PC - Udacity 2016-04-27 07-12-53.jpeg
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374.1 KB
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4. How Many PCs to Use- - Udacity 2016-04-27 07-13-06.jpeg
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206.3 KB
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4.1 How Many PCs to Use- - Udacity 2016-04-27 07-13-16.jpeg
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189.3 KB
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5. F1 Score vs. No. of PCs Used - Udacity 2016-04-27 07-13-27.jpeg
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160.8 KB
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5.1 F1 Score vs. No. of PCs Used - Udacity 2016-04-27 07-13-35.jpeg
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174.1 KB
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6. Dimensionality Reduction and Overfitting - Udacity 2016-04-27 07-13-48.jpeg
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144.9 KB
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6.1 Dimensionality Reduction and Overfitting - Udacity 2016-04-27 07-13-56.jpeg
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218.1 KB
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7. Selecting Principal Components Quiz - Intro to Machine Learning.mp4
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10.9 MB
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7.1 Selecting Principal Components - Udacity 2016-04-27 07-14-18.jpeg
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206.1 KB
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7.2 Selecting Principal Components Solution - Intro to Machine Learning.mp4
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12.7 MB
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/1. Unsupervised Learning/9. Feature Transformation/
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1. Introduction - Georgia Tech - Machine Learning.mp4
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62.2 MB
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10. PCA vs ICA Continued.mp4
|
26.5 MB
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10.1 PCA vs ICA Continued - Udacity 2016-04-27 07-19-39.jpeg
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169.6 KB
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10.2 PCA vs ICA Continued.txt
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0.1 KB
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11. Alternatives.mp4
|
18.1 MB
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12. Alternatives Quiz.mp4
|
755.9 KB
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12.1 Alternatives Quiz - Udacity 2016-04-27 07-20-14.jpeg
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179.8 KB
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12.2 Alternatives Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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17.2 MB
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13. Alternatives Two - Georgia Tech - Machine Learning.mp4
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28.5 MB
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14. Wrap Up.mp4
|
20.4 MB
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14.1 Wrap up
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0.1 KB
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14.2 Wrap Up - Udacity 2016-04-27 07-21-16.jpeg
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159.1 KB
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2. Feature Transformation.mp4
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18.4 MB
|
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3. What Are Our Features - Georgia Tech - Machine Learning.mp4
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71.8 MB
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4. Words Like Tesla - Georgia Tech - Machine Learning.mp4
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22.3 MB
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5. Independent Components Analysis - Georgia Tech - Machine Learning.mp4
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20.2 MB
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6. Independent Components Analysis Two.mp4
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19.1 MB
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7. Cocktail Party Problem.mp4
|
16.2 MB
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7.1 Cocktail Party Problem - Udacity 2016-04-27 07-18-06.jpeg
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216.1 KB
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7.2 Cocktail Party Problem.txt
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0.1 KB
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8. Matrix.mp4
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23.3 MB
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9. PCA vs ICA.mp4
|
1.9 MB
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9.1 PCA vs ICA - Udacity 2016-04-27 07-18-46.jpeg
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177.0 KB
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9.2 PCA vs ICA Quiz Solution - Georgia Tech - Machine Learning.mp4
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92.3 MB
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/2. Project Prep/
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|
1. Project Description and Highlights - Udacity 2016-04-27 07-30-05.jpeg
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394.6 KB
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1.1 Project Description and Highlights.txt
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0.2 KB
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2. Project Description and Deliverables - Udacity 2016-04-27 07-30-40.jpeg
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419.1 KB
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2.1 Project Description and Deliverables.txt
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0.4 KB
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3. Questions and Report Structure - Udacity 2016-04-27 07-32-00.jpeg
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553.8 KB
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3.1 Questions and Report Structure.txt
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0.2 KB
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4. Evaluation & Submission - Udacity 2016-04-27 07-32-36.jpeg
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221.8 KB
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4.1 Evaluation & Submission.txt
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0.2 KB
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5. P3- Creating Customer Segments - Udacity 2016-04-27 07-33-35.jpeg
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222.0 KB
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/.../1. Introduction to Reinforcement Learnning/
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1. Reinforcement Learning.mp4
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13.0 MB
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2. Reinforcement Learning What Youll Watch and Learn.mp4
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10.5 MB
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3. Reinforcement Learning What Youll Do.mp4
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4.3 MB
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/.../2. Markov Decision Processes/
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1. Reinforcement Learning Introduction - Georgia Tech - Machine Learning.mp4
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4.1 MB
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10. More About Rewards Two - Georgia Tech - Machine Learning.mp4
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50.4 MB
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11. Rewards Quiz - Georgia Tech - Machine Learning.mp4
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14.3 MB
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11.1 More About Rewards - 3 - Udacity 2016-04-27 21-14-57.jpeg
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237.2 KB
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11.2 Rewards Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
|
81.9 MB
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12. Sequences of Rewards One - Georgia Tech - Machine Learning.mp4
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93.5 MB
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13. Sequences of Rewards Two - Georgia Tech - Machine Learning.mp4
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13.6 MB
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14. Sequences of Rewards Quiz - Georgia Tech - Machine Learning.mp4
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10.4 MB
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14.1 Sequences of Rewards - 3 - Udacity 2016-04-27 21-15-49.jpeg
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208.0 KB
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14.2 Sequences of Rewards Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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26.3 MB
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15. Sequences of Rewards - Georgia Tech - Machine Learning.mp4
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57.4 MB
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16. Assumptions - Georgia Tech - Machine Learning.mp4
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26.3 MB
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17. Policies - Georgia Tech - Machine Learning.mp4
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45.5 MB
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18. Policies Two - Georgia Tech - Machine Learning.mp4
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44.3 MB
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19. Finding Policies - Georgia Tech - Machine Learning.mp4
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39.2 MB
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2. Decision Making and Reinforcement Learning - Georgia Tech - Machine Learning.mp4
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24.9 MB
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20. Finding Policies Two - Georgia Tech - Machine Learning.mp4
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46.4 MB
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20.1 Finding Policies - 2.txt
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0.1 KB
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21. Iterations Quiz - Georgia Tech - Machine Learning.mp4
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12.0 MB
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21.1 Finding Policies - 3 - Udacity 2016-04-27 21-17-31.jpeg
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239.9 KB
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21.2 Iterations Quiz Solution - Georgia Tech - Machine Learning.mp4
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72.3 MB
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22. Finding Policies Three - Georgia Tech - Machine Learning.mp4
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50.9 MB
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23. Wrapping up - Georgia Tech - Machine Learning.mp4
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43.2 MB
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3. The World Quiz - Georgia Tech - Machine Learning.mp4
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21.8 MB
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3.1 The World - 1 - Udacity 2016-04-27 21-11-50.jpeg
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210.2 KB
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3.2 The World Quiz Solution - Georgia Tech - Machine Learning.mp4
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9.6 MB
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4. The World II Quiz - Georgia Tech - Machine Learning.mp4
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18.0 MB
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4.1 The World - 2 - Udacity 2016-04-27 21-12-31.jpeg
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240.0 KB
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4.2 The World - 2 (1).txt
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0.1 KB
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4.2 The World - 2.txt
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0.1 KB
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4.3 The World II Quiz Solution - Georgia Tech - Machine Learning.mp4
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44.3 MB
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6. Markov Decision Processes - 1.MKV
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26.3 MB
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6. Markov Decision Processes Two - Georgia Tech - Machine Learning.mp4
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37.5 MB
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7. Markov Decision Processes Three - Georgia Tech - Machine Learning.mp4
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46.9 MB
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8. Markov Decision Processes Four - Georgia Tech - Machine Learning.mp4
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66.3 MB
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9. More About Rewards - Georgia Tech - Machine Learning.mp4
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46.2 MB
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/.../1. Markov Decision Processes/3. Reinforcement Learning/
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1. Reinforcement Learning - Georgia Tech - Machine Learning.mp4
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20.2 MB
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10. Learning Incrementally Quiz - Georgia Tech - Machine Learning.mp4
|
21.7 MB
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|
10.1 Learning Incrementally - Udacity 2016-04-27 21-32-30.jpeg
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189.9 KB
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10.2 Learning Incrementally Quiz Solution - Georgia Tech - Machine Learning.mp4
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20.1 MB
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11. Estimating Q From Transitions Two - Georgia Tech - Machine Learning.mp4
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20.8 MB
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12. Q Learning Convergence - Georgia Tech - Machine Learning.mp4
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15.5 MB
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12.1 Q Learning Convergence.txt
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0.1 KB
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13. Choosing Actions - Georgia Tech - Machine Learning.mp4
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52.8 MB
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14. Choosing Actions Two - Georgia Tech - Machine Learning.mp4
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35.9 MB
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15. Greedy Exploration - Georgia Tech - Machine Learning.mp4
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41.0 MB
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16. What Have We Learned - Georgia Tech - Machine Learning.mp4
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41.7 MB
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16.1 What Have We Learned.txt
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0.2 KB
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2. Rat Dinosaurs - Georgia Tech - Machine Learning.mp4
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28.3 MB
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3. API - Georgia Tech - Machine Learning.mp4
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9.8 MB
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4. API Quiz - Georgia Tech - Machine Learning.mp4
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15.5 MB
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4.1 API Quiz - Udacity 2016-04-27 21-30-03.jpeg
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240.6 KB
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4.2 API Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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46.0 MB
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5. Three Approaches to RL - Georgia Tech - Machine Learning.mp4
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44.8 MB
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6. A New Kind of Value Function - Georgia Tech - Machine Learning.mp4
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32.5 MB
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7. Value Function Quiz - Georgia Tech - Machine Learning.mp4
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8.0 MB
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7.1 Value Function Quiz - Udacity 2016-04-27 21-30-51.jpeg
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215.0 KB
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7.2 Value Function Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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17.5 MB
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8. Q Learning Quiz - Georgia Tech - Machine Learning.mp4
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5.3 MB
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8.1 Q Learning - Udacity 2016-04-27 21-31-49.jpeg
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209.0 KB
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8.2 Q Learning Quiz Solution - Georgia Tech - Machine Learning.mp4
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18.5 MB
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9. Estimating Q From Transitions - Georgia Tech - Machine Learning.mp4
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35.8 MB
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/.../1. Markov Decision Processes/4. Game Theory/
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1. Game Theory - Georgia Tech - Machine Learning.mp4
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2.3 MB
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10. Von Neumann - Georgia Tech - Machine Learning.mp4
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13.8 MB
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11. Minipoker - Georgia Tech - Machine Learning.mp4
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34.4 MB
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12. Minipoker Tree Quiz - Georgia Tech - Machine Learning.mp4
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30.8 MB
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12.1 Minipoker Tree - Udacity 2016-04-27 21-42-31.jpeg
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214.9 KB
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12.2 Minipoker Tree Quiz Solution - Georgia Tech - Machine Learning.mp4
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39.5 MB
|
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13. Mixed Strategy Quiz - Georgia Tech - Machine Learning.mp4
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22.9 MB
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13.1 Mixed Strategy - Udacity 2016-04-27 21-42-59.jpeg
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215.0 KB
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13.2 Mixed Strategy Quiz Solution - Georgia Tech - Machine Learning.mp4
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23.5 MB
|
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14. Lines Quiz - Georgia Tech - Machine Learning.mp4
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6.5 MB
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14.1 Lines - Udacity 2016-04-27 21-43-30.jpeg
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197.6 KB
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14.2 Lines Quiz Solution - Georgia Tech - Machine Learning.mp4
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5.1 MB
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15. Center Game - Georgia Tech - Machine Learning.mp4
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56.9 MB
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16. Snitch - Georgia Tech - Machine Learning.mp4
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41.3 MB
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17. Snitch Two - Georgia Tech - Machine Learning.mp4
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50.8 MB
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18. Snitch Three - Georgia Tech - Machine Learning.mp4
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22.6 MB
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19. A Beautiful Equilibrium - Georgia Tech - Machine Learning.mp4
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32.7 MB
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2. What is Game Theory - Georgia Tech - Machine Learning.mp4
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36.7 MB
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20. A Beautiful Quiz - Georgia Tech - Machine Learning.mp4
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8.3 MB
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20.1 A Beautiful Equilibrium - 2 - Udacity 2016-04-27 21-44-51.jpeg
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187.6 KB
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20.2 A Beautiful Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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28.6 MB
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21. A Beautiful Equilibrium Two - Georgia Tech - Machine Learning.mp4
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19.3 MB
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22. The Two Step - Georgia Tech - Machine Learning.mp4
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23.7 MB
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23. 2Step2Furious - Georgia Tech - Machine Learning.mp4
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39.1 MB
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24. What Have We Learned - Georgia Tech - Machine Learning.mp4
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50.6 MB
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24.1 What Have We Learned.txt
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0.2 KB
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3. A Simple Game - Georgia Tech - Machine Learning.mp4
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52.1 MB
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3.1 Models & Stochastic Games - Udacity 2016-04-27 21-47-17.jpeg
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215.5 KB
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4. A Simple Quiz - Georgia Tech - Machine Learning.mp4
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6.4 MB
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4.1 A Simple Game - 2 - Udacity 2016-04-27 21-39-52.jpeg
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224.5 KB
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4.2 A Simple Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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12.3 MB
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5. Another Simple Quiz - Georgia Tech - Machine Learning.mp4
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17.6 MB
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5.1 A Simple Game - 3 - Udacity 2016-04-27 21-40-42.jpeg
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178.5 KB
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5.2 Another Simple Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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35.6 MB
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6. Minimax - Georgia Tech - Machine Learning.mp4
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26.2 MB
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7. Fundamental Result - Georgia Tech - Machine Learning.mp4
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36.3 MB
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8. Game Tree - Georgia Tech - Machine Learning.mp4
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19.6 MB
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9. Game Tree Quiz - Georgia Tech - Machine Learning.mp4
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3.0 MB
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9.1 Game Tree - 2 - Udacity 2016-04-27 21-41-41.jpeg
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186.6 KB
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9.2 Game Tree Quiz Quiz Solution - Georgia Tech - Machine Learning.mp4
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14.3 MB
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/.../5. More Game Theory/
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|
1. Stochastic Games and Multiagent RL - Georgia Tech - Machine Learning.mp4
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63.4 MB
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2. Stochastic Games - Georgia Tech - Machine Learning.mp4
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19.9 MB
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3. Models and Stochastic Games Quiz - Georgia Tech - Machine Learning.mp4
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13.9 MB
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3.2 Models and Stochastic Games Quiz Solution - Georgia Tech - Machine Learning.mp4
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23.6 MB
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4. Zero Sum Stochastic Games - Georgia Tech - Machine Learning.mp4
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47.0 MB
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5. Zero Sum Stochastic Games Two - Georgia Tech - Machine Learning.mp4
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26.7 MB
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6. General Sum Games - Georgia Tech - Machine Learning.mp4
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43.5 MB
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7. Lots of Ideas - Georgia Tech - Machine Learning.mp4
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29.2 MB
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/2. Project/
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|
1. Project Description - 1 - Udacity 2016-04-27 21-48-34.jpeg
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352.6 KB
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1.1 Project Description - 1.txt
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0.1 KB
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2. Project Description - 2 - Udacity 2016-04-27 21-49-10.jpeg
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229.2 KB
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3. Tasks - 1 - Udacity 2016-04-27 21-49-22.jpeg
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425.5 KB
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3.1 Tasks - 1.txt
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0.3 KB
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4. Tasks - 2 - Udacity 2016-04-27 21-50-24.jpeg
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271.2 KB
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4.1 Tasks - 2.txt
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0.1 KB
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5. Evaluation & Submission - Udacity 2016-04-27 21-50-46.jpeg
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211.0 KB
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5.1 Evaluation & Submission.txt
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0.1 KB
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6. P4- Train a Smartcab to Drive - Udacity 2016-04-27 21-51-31.jpeg
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123.9 KB
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/.../1. Introduction To Specializations/
|
|
1. Specializations.mp4
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10.6 MB
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2. Specializations What Youll Watch.mp4
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8.3 MB
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3. Specializations What Youll Do.mp4
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8.9 MB
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/2. Project/
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|
1. Project Overview and Highlights - Udacity 2016-04-27 21-53-45.jpeg
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316.1 KB
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2. Project Description - Udacity 2016-04-27 21-54-00.jpeg
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265.2 KB
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2.1 Project Description.txt
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0.2 KB
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3. Capstone Project Guidelines pt. 1 - Udacity 2016-04-27 21-54-34.jpeg
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628.8 KB
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3.1 Capstone Project Guidelines pt. 1.txt
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0.1 KB
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4. Capstone Project Guidelines pt. 2 - Udacity 2016-04-27 21-55-00.jpeg
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515.9 KB
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4.1 Capstone Project Guidelines pt. 2.txt
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0.1 KB
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5. Software and Deliverables - Udacity 2016-04-27 21-55-25.jpeg
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258.2 KB
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6. Capstone Project Suggestions - Udacity 2016-04-27 21-55-35.jpeg
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253.6 KB
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6.1 Capstone Project Suggestions.txt
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0.7 KB
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7. Evaluation & Submission - Udacity 2016-04-27 21-58-08.jpeg
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197.4 KB
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7.2 Evaluation & Submission.txt
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0.1 KB
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