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Introduction to Machine Learning for Data Science

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Introduction to Machine Learning for Data Science

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Total Size

3.8 GB

Total Files

140

Last Seen

2025-09-10 00:31

Hash

1CD2A182B7E94BC50E6BC16C138D8F6A0374F67E

/.../3. Impacts, Importance and examples/

3. Computers exploding! - The explosive growth of computer power explained..mp4

270.2 MB

1. Impacts, Importance and examples - Overview.mp4

28.8 MB

1. Impacts, Importance and examples - Overview.vtt

1.1 KB

2. Why is this important now.mp4

55.8 MB

2. Why is this important now.vtt

11.1 KB

3. Computers exploding! - The explosive growth of computer power explained..vtt

17.7 KB

4. What problems does Machine Learning Solve.mp4

39.1 MB

4. What problems does Machine Learning Solve.vtt

7.7 KB

5. Where it's transforming our lives.mp4

67.2 MB

5. Where it's transforming our lives.vtt

15.3 KB

/

Visit Coursedrive.org.url

0.1 KB

Course Downloaded from coursedrive.org.txt

0.5 KB

/Introduction to Machine Learning for Data Science/

ReadMe.txt

0.5 KB

Visit Coursedrive.org.url

0.1 KB

/1. Introduction/

1. Course Promotion Video.mp4

76.1 MB

1. Course Promotion Video.vtt

3.7 KB

2. A special message for hard of hearing and ESL students.mp4

18.9 MB

2. A special message for hard of hearing and ESL students.vtt

1.3 KB

3. Thank you for investing in this Course!.mp4

32.5 MB

3. Thank you for investing in this Course!.vtt

1.5 KB

4. Course Overview.mp4

127.4 MB

4. Course Overview.vtt

5.6 KB

4.1 Course Syllabus.pdf.pdf

270.9 KB

5. Secret sauce inside! How to get the most out of this course..mp4

231.6 MB

5. Secret sauce inside! How to get the most out of this course..vtt

7.2 KB

Must Read.txt

0.5 KB

Visit Coursedrive.org.url

0.1 KB

/2. Core Concepts/

1. Core Concepts Overview.mp4

57.1 MB

1. Core Concepts Overview.vtt

2.7 KB

2. Computer Science - the `Train Wreck' Definition.mp4

12.7 MB

2. Computer Science - the `Train Wreck' Definition.vtt

1.4 KB

3. What's Data I can see data everywhere!.mp4

88.6 MB

3. What's Data I can see data everywhere!.vtt

9.0 KB

4. Structured vs Unstructured Data.mp4

16.2 MB

4. Structured vs Unstructured Data.vtt

3.7 KB

5. Structured and Unstructured Data.html

0.1 KB

6. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....mp4

34.1 MB

6. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt

14.9 KB

7. What's big data.mp4

49.7 MB

7. What's big data.vtt

10.0 KB

8. Big Data - Quiz.html

0.1 KB

9. What is Artificial Intelligence (AI).mp4

94.9 MB

9. What is Artificial Intelligence (AI).vtt

19.6 KB

10. What is Machine Learning - Part 1 - The ideas.mp4

70.6 MB

10. What is Machine Learning - Part 1 - The ideas.vtt

18.4 KB

11. What is Machine Learning - Part 2 - An Example.mp4

47.1 MB

11. What is Machine Learning - Part 2 - An Example.vtt

10.7 KB

12. What is data science.mp4

37.3 MB

12. What is data science.vtt

8.2 KB

13. Recap & How do these relate to each other.mp4

17.8 MB

13. Recap & How do these relate to each other.vtt

5.4 KB

13.1 byds-diagram.pdf.pdf

277.6 KB

/.../4. The Machine Learning Process/

1. The Machine Learning Process - Overview.mp4

48.5 MB

1. The Machine Learning Process - Overview.vtt

2.3 KB

2. 5 Step Machine Learning Process Overview.mp4

24.2 MB

2. 5 Step Machine Learning Process Overview.vtt

2.8 KB

3. 1 - Asking the right question.mp4

24.7 MB

3. 1 - Asking the right question.vtt

4.7 KB

4. 2 - Identifying, obtaining, and preparing the right data.mp4

82.3 MB

4. 2 - Identifying, obtaining, and preparing the right data.vtt

18.2 KB

5. 3 - Identifying and applying a ML Algorithm.mp4

80.9 MB

5. 3 - Identifying and applying a ML Algorithm.vtt

18.6 KB

6. 4 - Evaluating the performance of the model and adjusting.mp4

29.9 MB

6. 4 - Evaluating the performance of the model and adjusting.vtt

7.2 KB

7. 5 - Using and presenting the model.mp4

12.3 MB

7. 5 - Using and presenting the model.vtt

3.3 KB

8. Machine Learning - Process.html

0.1 KB

/.../5. How to apply Machine Learning for Data Science/

1. How to apply Machine Learning for Data Science - Overview.mp4

20.5 MB

1. How to apply Machine Learning for Data Science - Overview.vtt

0.9 KB

2. Where to begin your journey.mp4

16.8 MB

2. Where to begin your journey.vtt

1.5 KB

3. Common platforms and tools for Data Science.mp4

21.7 MB

3. Common platforms and tools for Data Science.vtt

3.2 KB

4. Data Science using - R.mp4

16.0 MB

4. Data Science using - R.vtt

3.4 KB

5. Data Science using - Python.mp4

22.2 MB

5. Data Science using - Python.vtt

3.8 KB

6. Data Science using SQL.mp4

18.1 MB

6. Data Science using SQL.vtt

2.9 KB

7. Data Science using Excel.mp4

15.3 MB

7. Data Science using Excel.vtt

3.0 KB

8. Data Science using RapidMiner.mp4

8.8 MB

8. Data Science using RapidMiner.vtt

1.9 KB

9. Cautionary Tales.mp4

10.2 MB

9. Cautionary Tales.vtt

3.0 KB

/6. Conclusion/

1. All done! What's next.mp4

26.0 MB

1. All done! What's next.vtt

1.2 KB

/.../7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. Introduction and Anaconda Installation.mp4

81.6 MB

1. Introduction and Anaconda Installation.vtt

6.0 KB

1.1 codepackage.v3.zip.zip

1.3 MB

1.2 Machine Learning in Python and Jupyter for Beginners - Anaconda Install.v4.pdf.pdf

2.3 MB

2. What will we cover!.mp4

100.9 MB

2. What will we cover!.vtt

8.2 KB

3. Introduction and Setup.mp4

125.6 MB

3. Introduction and Setup.vtt

10.0 KB

ReadMe.txt

0.5 KB

Visit Coursedrive.org.url

0.1 KB

/.../8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. Crash course in Python - Beginning concepts.mp4

64.6 MB

1. Crash course in Python - Beginning concepts.vtt

7.5 KB

1.1 python_3.x_cheat_sheet.pdf.pdf

87.0 KB

2. Crash course in Python - Strings, Slices and Lists!.mp4

70.7 MB

2. Crash course in Python - Strings, Slices and Lists!.vtt

8.6 KB

3. Crash course in Python - Expressions, Operators, Conditions and Loops.mp4

54.7 MB

3. Crash course in Python - Expressions, Operators, Conditions and Loops.vtt

6.9 KB

4. Crash course in Python - Functions, Scope, Dictionaries and more!.mp4

59.8 MB

4. Crash course in Python - Functions, Scope, Dictionaries and more!.vtt

6.7 KB

/.../9. Section 3 - Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. Hands on Running Python.mp4

100.0 MB

1. Hands on Running Python.vtt

12.0 KB

/.../10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. Foundations of Machine Learning and Data Science - Definitions and concepts..mp4

99.0 MB

1. Foundations of Machine Learning and Data Science - Definitions and concepts..vtt

6.8 KB

2. Foundations of Machine Learning and Data Science - Machine Learning Workflow.mp4

79.3 MB

2. Foundations of Machine Learning and Data Science - Machine Learning Workflow.vtt

6.5 KB

3. Foundations of Machine Learning and Data Science - Algorithms, concepts and more.mp4

127.2 MB

3. Foundations of Machine Learning and Data Science - Algorithms, concepts and more.vtt

8.8 KB

/.../11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. Introducing the essential modules for Machine Learning, and NumPy Basics.mp4

99.5 MB

1. Introducing the essential modules for Machine Learning, and NumPy Basics.vtt

8.5 KB

2. Pandas and Matplotlib.mp4

103.8 MB

2. Pandas and Matplotlib.vtt

11.5 KB

3. Analysis using Pandas, plotting in Matplotlib, intro to SciPy and Scikit-learn.mp4

87.8 MB

3. Analysis using Pandas, plotting in Matplotlib, intro to SciPy and Scikit-learn.vtt

6.6 KB

/.../12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. A Titanic Example - Getting our start..mp4

93.1 MB

1. A Titanic Example - Getting our start..vtt

11.0 KB

2. A Titanic Example - Understanding the data set..mp4

77.0 MB

2. A Titanic Example - Understanding the data set..vtt

12.2 KB

3. A Titanic Example - Understanding the data set in regards to survival.mp4

57.4 MB

3. A Titanic Example - Understanding the data set in regards to survival.vtt

8.7 KB

4. A Titanic Example - Preparing the right data and applying a basic algorithm.mp4

120.1 MB

4. A Titanic Example - Preparing the right data and applying a basic algorithm.vtt

13.0 KB

5. A Titanic Example - Applying regression algorithms..mp4

52.7 MB

5. A Titanic Example - Applying regression algorithms..vtt

6.4 KB

6. A Titanic Example - Applying Decision Trees (example of overfit and underfit).mp4

58.9 MB

6. A Titanic Example - Applying Decision Trees (example of overfit and underfit).vtt

5.9 KB

6.1 tree-pruned.pdf.pdf

27.0 KB

6.2 tree-overfit.pdf.pdf

55.2 KB

/.../13. Section 7 -Bonus course - Machine Learning in Python and Jupyter for Beginners/

1. Conclusions - for our Titanic Example, important concepts and where to go next!.mp4

106.3 MB

1. Conclusions - for our Titanic Example, important concepts and where to go next!.vtt

7.1 KB

/.../14. Bonus Content/

1. Bonus Article - The startling breakthrough in Machine Learning from 2016..html

8.0 KB

1.1 The startling breakthrough in Machine Learning from 2016.pdf.pdf.pdf

457.3 KB

ReadMe.txt

0.5 KB

Visit Coursedrive.org.url

0.1 KB

 

Total files 140


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