Python for Data Science and Machine Learning Bootcamp | 72C79C0D4290B0E6F03617A789CA98BC4DDC55B8

Python for Data Science and Machine Learning Bootcamp

Name	Python for Data Science and Machine Learning Bootcamp	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	5.6 GB
Total Files	301
Hash	72C79C0D4290B0E6F03617A789CA98BC4DDC55B8

/19. Decision Trees and Random Forests/
4. Decision Trees and Random Forest Solutions Part 1.srt	209.9 MB
1. Introduction to Tree Methods.mp4	14.1 MB
1. Introduction to Tree Methods.srt	10.2 KB
2. Decision Trees and Random Forest with Python.mp4	51.5 MB
2. Decision Trees and Random Forest with Python.srt	51.5 MB
3. Decision Trees and Random Forest Project Overview.mp4	16.2 MB
3. Decision Trees and Random Forest Project Overview.srt	5.1 KB
4. Decision Trees and Random Forest Solutions Part 1.mp4	38.5 MB
5. Decision Trees and Random Forest Solutions Part 2.mp4	33.9 MB
5. Decision Trees and Random Forest Solutions Part 2.srt	12.4 KB
/1. Course Introduction/
1. Introduction to the Course.srt	6.0 KB
2. Course Help and Welcome.mp4	23.2 MB
2. Course Help and Welcome.srt	1.2 KB
3. Course FAQs.html	5.5 KB
3.1 Py_DS_ML_Bootcamp-master.zip.zip	55.0 MB
1. Introduction to the Course.mp4	45.1 MB
/2. Environment Set-Up/
1. Python Environment Setup.mp4	80.1 MB
1. Python Environment Setup.srt	20.5 KB
1.1 Py-DS-ML-Bootcamp-master.zip.zip	55.0 MB
/3. Jupyter Overview/
1. Updates to Notebook Zip.html	0.2 KB
2. Jupyter Notebooks.mp4	39.6 MB
2. Jupyter Notebooks.srt	23.3 KB
2.1 Py-DS-ML-Bootcamp-master.zip.zip	55.0 MB
3. Optional Virtual Environments.mp4	22.9 MB
3. Optional Virtual Environments.srt	15.8 KB
3.1 Updated Link to Manage Environments with Conda.html	0.1 KB
/4. Python Crash Course/
1. Welcome to the Python Crash Course Section!.mp4	11.2 MB
1. Welcome to the Python Crash Course Section!.srt	0.6 KB
2. Introduction to Python Crash Course.mp4	3.2 MB
2. Introduction to Python Crash Course.srt	2.3 KB
3. Python Crash Course - Part 1.mp4	42.1 MB
3. Python Crash Course - Part 1.srt	27.9 KB
4. Python Crash Course - Part 2.mp4	33.8 MB
4. Python Crash Course - Part 2.srt	23.1 KB
5. Python Crash Course - Part 3.mp4	37.5 MB
5. Python Crash Course - Part 3.srt	23.8 KB
6. Python Crash Course - Part 4.mp4	34.1 MB
6. Python Crash Course - Part 4.srt	21.9 KB
7. Python Crash Course Exercises - Overview.mp4	12.8 MB
7. Python Crash Course Exercises - Overview.srt	6.0 KB
8. Python Crash Course Exercises - Solutions.mp4	36.1 MB
8. Python Crash Course Exercises - Solutions.srt	16.8 KB
/5. Python for Data Analysis - NumPy/
1. Welcome to the NumPy Section!.mp4	16.1 MB
1. Welcome to the NumPy Section!.srt	0.3 KB
2. Introduction to Numpy.mp4	5.0 MB
2. Introduction to Numpy.srt	3.4 KB
3. Numpy Arrays.mp4	40.0 MB
3. Numpy Arrays.srt	76.1 MB
4. Quick Note on Array Indexing.html	1.1 KB
5. Numpy Array Indexing.mp4	44.3 MB
5. Numpy Array Indexing.srt	25.7 KB
6. Numpy Operations.mp4	31.6 MB
6. Numpy Operations.srt	11.1 KB
7. Numpy Exercises Overview.mp4	12.8 MB
7. Numpy Exercises Overview.srt	4.9 KB
8. Numpy Exercises Solutions.mp4	48.5 MB
8. Numpy Exercises Solutions.srt	24.4 KB
/6. Python for Data Analysis - Pandas/
1. Welcome to the Pandas Section!.mp4	9.6 MB
1. Welcome to the Pandas Section!.srt	0.5 KB
2. Introduction to Pandas.mp4	3.7 MB
2. Introduction to Pandas.srt	2.7 KB
3. Series.mp4	23.8 MB
3. Series.srt	15.9 KB
4. DataFrames - Part 1.mp4	47.8 MB
4. DataFrames - Part 1.srt	21.8 KB
5. DataFrames - Part 2.mp4	52.3 MB
5. DataFrames - Part 2.srt	25.6 KB
6. DataFrames - Part 3.mp4	25.5 MB
6. DataFrames - Part 3.srt	12.8 KB
7. Missing Data.mp4	14.3 MB
7. Missing Data.srt	8.9 KB
8. Groupby.mp4	17.5 MB
8. Groupby.srt	10.2 KB
9. Merging Joining and Concatenating.mp4	31.9 MB
9. Merging Joining and Concatenating.srt	14.0 KB
10. Operations.mp4	28.7 MB
10. Operations.srt	18.2 KB
11. Data Input and Output.mp4	46.7 MB
11. Data Input and Output.srt	46.7 MB
/7. Python for Data Analysis - Pandas Exercises/
1. Note on SF Salary Exercise.html	0.6 KB
2. SF Salaries Exercise Overview.mp4	8.7 MB
2. SF Salaries Exercise Overview.srt	3.4 KB
3. SF Salaries Solutions.mp4	54.3 MB
3. SF Salaries Solutions.srt	21.2 KB
4. Ecommerce Purchases Exercise Overview.mp4	9.2 MB
4. Ecommerce Purchases Exercise Overview.srt	3.9 KB
5. Ecommerce Purchases Exercise Solutions.mp4	54.6 MB
5. Ecommerce Purchases Exercise Solutions.srt	21.9 KB
/8. Python for Data Visualization - Matplotlib/
1. Welcome to the Data Visualization Section!.mp4	14.9 MB
1. Welcome to the Data Visualization Section!.srt	0.7 KB
2. Introduction to Matplotlib.mp4	17.1 MB
2. Introduction to Matplotlib.srt	5.4 KB
3. Matplotlib Part 1.mp4	43.6 MB
3. Matplotlib Part 1.srt	25.7 KB
4. Matplotlib Part 2.mp4	37.2 MB
4. Matplotlib Part 2.srt	22.0 KB
5. Matplotlib Part 3.mp4	33.5 MB
5. Matplotlib Part 3.srt	18.1 KB
6. Matplotlib Exercises Overview.mp4	8.1 MB
6. Matplotlib Exercises Overview.srt	2.7 KB
7. Matplotlib Exercises - Solutions.mp4	34.4 MB
7. Matplotlib Exercises - Solutions.srt	13.2 KB
/9. Python for Data Visualization - Seaborn/
1. Introduction to Seaborn.mp4	12.2 MB
1. Introduction to Seaborn.srt	4.6 KB
1.1 Link to Seaborn Documentation (updated).html	0.1 KB
2. Distribution Plots.mp4	64.7 MB
2. Distribution Plots.srt	29.1 KB
3. Categorical Plots.mp4	46.5 MB
3. Categorical Plots.srt	26.6 KB
4. Matrix Plots.mp4	26.7 MB
4. Matrix Plots.srt	14.9 KB
5. Grids.mp4	25.1 MB
5. Grids.srt	13.0 KB
6. Regression Plots.mp4	18.9 MB
6. Regression Plots.srt	10.5 KB
7. Style and Color.mp4	23.8 MB
7. Style and Color.srt	12.5 KB
8. Seaborn Exercise Overview.mp4	8.7 MB
8. Seaborn Exercise Overview.srt	8.7 MB
9. Seaborn Exercise Solutions.mp4	25.4 MB
9. Seaborn Exercise Solutions.srt	10.4 KB
/10. Python for Data Visualization - Pandas Built-in Data Visualization/
1. Pandas Built-in Data Visualization.mp4	38.7 MB
1. Pandas Built-in Data Visualization.srt	21.3 KB
2. Pandas Data Visualization Exercise.mp4	6.9 MB
2. Pandas Data Visualization Exercise.srt	2.3 KB
3. Pandas Data Visualization Exercise- Solutions.mp4	37.7 MB
3. Pandas Data Visualization Exercise- Solutions.srt	13.6 KB
/11. Python for Data Visualization - Plotly and Cufflinks/
1. Introduction to Plotly and Cufflinks.mp4	16.4 MB
1. Introduction to Plotly and Cufflinks.srt	5.6 KB
2. Plotly and Cufflinks.mp4	65.7 MB
2. Plotly and Cufflinks.srt	28.4 KB
/12. Python for Data Visualization - Geographical Plotting/
1. Introduction to Geographical Plotting.mp4	2.3 MB
1. Introduction to Geographical Plotting.srt	1.4 KB
2. Choropleth Maps - Part 1 - USA.mp4	57.6 MB
2. Choropleth Maps - Part 1 - USA.srt	26.9 KB
3. Choropleth Maps - Part 2 - World.mp4	25.6 MB
3. Choropleth Maps - Part 2 - World.srt	9.1 KB
4. Choropleth Exercises.mp4	13.5 MB
4. Choropleth Exercises.srt	5.9 KB
5. Choropleth Exercises - Solutions.mp4	35.1 MB
5. Choropleth Exercises - Solutions.srt	14.2 KB
/13. Data Capstone Project/
1. Welcome to the Data Capstone Projects!.mp4	11.5 MB
1. Welcome to the Data Capstone Projects!.srt	0.6 KB
2. 911 Calls Project Overview.mp4	12.0 MB
2. 911 Calls Project Overview.srt	3.7 KB
3. 911 Calls Solutions - Part 1.mp4	51.6 MB
3. 911 Calls Solutions - Part 1.srt	21.4 KB
4. 911 Calls Solutions - Part 2.mp4	61.7 MB
4. 911 Calls Solutions - Part 2.srt	27.1 KB
5. Bank Data.html	0.4 KB
5.1 Download all_banks pickle file from this link.html	0.1 KB
6. Finance Data Project Overview.mp4	17.2 MB
6. Finance Data Project Overview.srt	5.5 KB
7. Finance Project - Solutions Part 1.mp4	63.4 MB
7. Finance Project - Solutions Part 1.srt	24.9 KB
8. Finance Project - Solutions Part 2.mp4	58.6 MB
8. Finance Project - Solutions Part 2.srt	25.9 KB
9. Finance Project - Solutions Part 3.mp4	20.9 MB
9. Finance Project - Solutions Part 3.srt	9.1 KB
/14. Introduction to Machine Learning/
1. Welcome to the Machine Learning Section!.mp4	20.4 MB
1. Welcome to the Machine Learning Section!.srt	1.0 KB
2. Link for ISLR.html	0.4 KB
2.1 Python DS Presentations.zip.zip	2.9 MB
2.2 ISLR 6th Edition PDF (Machine Learning Textbook).html	0.1 KB
3. Introduction to Machine Learning.mp4	39.4 MB
3. Introduction to Machine Learning.srt	17.5 KB
3.1 Link for ISLR.html	0.1 KB
4. Machine Learning with Python.mp4	19.7 MB
4. Machine Learning with Python.srt	14.5 KB
/15. Linear Regression/
1. Linear Regression Theory.mp4	10.4 MB
1. Linear Regression Theory.srt	6.8 KB
2. model_selection Updates for SciKit Learn 0.18.html	0.8 KB
3. Linear Regression with Python - Part 1.mp4	54.8 MB
3. Linear Regression with Python - Part 1.srt	26.7 KB
4. Linear Regression with Python - Part 2.mp4	20.2 MB
4. Linear Regression with Python - Part 2.srt	10.3 KB
5. Linear Regression Project Overview.mp4	14.9 MB
5. Linear Regression Project Overview.srt	4.1 KB
6. Linear Regression Project Solution.mp4	59.2 MB
6. Linear Regression Project Solution.srt	26.7 KB
/16. Cross Validation and Bias-Variance Trade-Off/
1. Bias Variance Trade-Off.mp4	13.6 MB
1. Bias Variance Trade-Off.srt	9.9 KB
/17. Logistic Regression/
1. Logistic Regression Theory.mp4	24.7 MB
1. Logistic Regression Theory.srt	17.7 KB
2. Logistic Regression with Python - Part 1.mp4	51.4 MB
2. Logistic Regression with Python - Part 1.srt	26.8 KB
3. Logistic Regression with Python - Part 2.mp4	40.7 MB
3. Logistic Regression with Python - Part 2.srt	40.7 MB
4. Logistic Regression with Python - Part 3.mp4	21.0 MB
4. Logistic Regression with Python - Part 3.srt	12.0 KB
5. Logistic Regression Project Overview.mp4	7.0 MB
5. Logistic Regression Project Overview.srt	2.6 KB
6. Logistic Regression Project Solutions.mp4	38.5 MB
6. Logistic Regression Project Solutions.srt	15.1 KB
/18. K Nearest Neighbors/
1. KNN Theory.mp4	11.7 MB
1. KNN Theory.srt	8.2 KB
2. KNN with Python.mp4	57.3 MB
2. KNN with Python.srt	27.3 KB
3. KNN Project Overview.mp4	7.5 MB
3. KNN Project Overview.srt	2.2 KB
4. KNN Project Solutions.mp4	74.3 MB
4. KNN Project Solutions.srt	19.7 KB
/20. Support Vector Machines/
1. SVM Theory.mp4	10.4 MB
1. SVM Theory.srt	6.7 KB
2. Support Vector Machines with Python.mp4	58.9 MB
2. Support Vector Machines with Python.srt	25.4 KB
3. SVM Project Overview.mp4	11.7 MB
3. SVM Project Overview.srt	3.9 KB
4. SVM Project Solutions.mp4	35.2 MB
4. SVM Project Solutions.srt	13.5 KB
/21. K Means Clustering/
1. K Means Algorithm Theory.mp4	11.5 MB
1. K Means Algorithm Theory.srt	7.7 KB
2. K Means with Python.mp4	36.3 MB
2. K Means with Python.srt	17.8 KB
3. K Means Project Overview.mp4	12.1 MB
3. K Means Project Overview.srt	4.9 KB
4. K Means Project Solutions.mp4	59.5 MB
4. K Means Project Solutions.srt	23.2 KB
/22. Principal Component Analysis/
1. Principal Component Analysis.mp4	7.5 MB
1. Principal Component Analysis.srt	5.0 KB
2. PCA with Python.mp4	52.2 MB
2. PCA with Python.srt	24.1 KB
/23. Recommender Systems/
1. Recommender Systems.mp4	9.5 MB
1. Recommender Systems.srt	6.9 KB
2. Recommender Systems with Python - Part 1.mp4	45.5 MB
2. Recommender Systems with Python - Part 1.srt	19.9 KB
3. Recommender Systems with Python - Part 2.mp4	41.3 MB
3. Recommender Systems with Python - Part 2.srt	17.5 KB
/24. Natural Language Processing/
1. Natural Language Processing Theory.mp4	10.3 MB
1. Natural Language Processing Theory.srt	7.2 KB
2. NLP with Python - Part 1.mp4	49.7 MB
2. NLP with Python - Part 1.srt	22.6 KB
3. NLP with Python - Part 2.mp4	51.5 MB
3. NLP with Python - Part 2.srt	51.5 MB
4. NLP with Python - Part 3.mp4	45.6 MB
4. NLP with Python - Part 3.srt	24.5 KB
5. NLP Project Overview.mp4	8.9 MB
5. NLP Project Overview.srt	3.7 KB
6. NLP Project Solutions.mp4	60.5 MB
6. NLP Project Solutions.srt	60.5 MB
/25. Big Data and Spark with Python/
1. Welcome to the Big Data Section!.mp4	14.9 MB
1. Welcome to the Big Data Section!.srt	0.7 KB
2. Big Data Overview.mp4	11.8 MB
2. Big Data Overview.srt	8.0 KB
3. Spark Overview.mp4	18.3 MB
3. Spark Overview.srt	13.9 KB
4. Local Spark Set-Up.html	1.7 KB
5. AWS Account Set-Up.mp4	13.7 MB
5. AWS Account Set-Up.srt	7.0 KB
5.1 Amazon Guide to Creating an AWS Account.html	0.1 KB
6. Quick Note on AWS Security.html	0.4 KB
7. EC2 Instance Set-Up.mp4	90.7 MB
7. EC2 Instance Set-Up.srt	26.4 KB
7.1 Amazon Guide to Using PuTTY for Windows SSH.html	0.1 KB
8. SSH with Mac or Linux.mp4	11.4 MB
8. SSH with Mac or Linux.srt	8.1 KB
8.1 Amazon Guide to SSH with Mac.html	0.1 KB
9. PySpark Setup.mp4	74.0 MB
9. PySpark Setup.srt	17.8 KB
9.1 Step by Step Guide for PySpark Set-up.html	0.2 KB
10. Lambda Expressions Review.mp4	10.8 MB
10. Lambda Expressions Review.srt	8.1 KB
11. Introduction to Spark and Python.mp4	19.0 MB
11. Introduction to Spark and Python.srt	12.4 KB
12. RDD Transformations and Actions.mp4	74.2 MB
12. RDD Transformations and Actions.srt	33.1 KB
/26. Neural Nets and Deep Learning/
1. Welcome to the Deep Learning Section!.mp4	14.0 MB
1. Welcome to the Deep Learning Section!.srt	0.7 KB
2. Neural Network Theory.mp4	15.2 MB
2. Neural Network Theory.srt	10.3 KB
3. What is TensorFlow.mp4	34.4 MB
3. What is TensorFlow.srt	9.0 KB
4. Installing Tensorflow 1.10.mp4	7.6 MB
4. Installing Tensorflow 1.10.srt	3.0 KB
5. TensorFlow Basics.mp4	38.4 MB
5. TensorFlow Basics.srt	22.0 KB
6. MNIST - Part One.mp4	61.2 MB
6. MNIST - Part One.srt	71.7 MB
7. MNIST - Part Two.mp4	98.7 MB
7. MNIST - Part Two.srt	22.5 KB
8. Tensorflow Estimators.mp4	164.3 MB
8. Tensorflow Estimators.srt	31.1 KB
9. Deep Learning Project.mp4	29.5 MB
9. Deep Learning Project.srt	5.1 KB
10. Deep Learning Project - Solutions.mp4	99.2 MB
10. Deep Learning Project - Solutions.srt	15.3 KB
/27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/
1. TensorFlow Installation.mp4	96.4 MB
1. TensorFlow Installation.srt	39.6 KB
2. MNIST with Multi-Layer Perceptron - Part 1.mp4	26.5 MB
2. MNIST with Multi-Layer Perceptron - Part 1.srt	18.0 KB
3. MNIST with Multi-Layer Perceptron - Part 2.mp4	47.4 MB
3. MNIST with Multi-Layer Perceptron - Part 2.srt	23.3 KB
4. MNIST with Multi-Layer Perceptron - Part 3.mp4	59.5 MB
4. MNIST with Multi-Layer Perceptron - Part 3.srt	95.6 MB
5. TensorFlow with ContribLearn.mp4	24.9 MB
5. TensorFlow with ContribLearn.srt	13.2 KB
6. Tensorflow Project Exercise Overview.mp4	42.6 MB
6. Tensorflow Project Exercise Overview.srt	4.0 KB
7. Tensorflow Project Exercise - Solutions.mp4	55.3 MB
7. Tensorflow Project Exercise - Solutions.srt	20.8 KB
/28. BONUS SECTION THANK YOU!/
1. Bonus Lecture.html	0.5 KB
Total files 301