Python for Data Science and Machine Learning Bootcamp

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文档列表

19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.srt 209.9 MB
26. Neural Nets and Deep Learning/8. Tensorflow Estimators.mp4 164.3 MB
26. Neural Nets and Deep Learning/10. Deep Learning Project - Solutions.mp4 99.2 MB
26. Neural Nets and Deep Learning/7. MNIST - Part Two.mp4 98.7 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/1. TensorFlow Installation.mp4 96.4 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/4. MNIST with Multi-Layer Perceptron - Part 3.srt 95.6 MB
25. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4 90.7 MB
2. Environment Set-Up/1. Python Environment Setup.mp4 80.1 MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.srt 76.1 MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4 74.3 MB
25. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4 74.2 MB
25. Big Data and Spark with Python/9. PySpark Setup.mp4 74.0 MB
26. Neural Nets and Deep Learning/6. MNIST - Part One.srt 71.7 MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4 65.7 MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4 64.7 MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4 63.4 MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4 61.7 MB
26. Neural Nets and Deep Learning/6. MNIST - Part One.mp4 61.2 MB
24. Natural Language Processing/6. NLP Project Solutions.srt 60.5 MB
24. Natural Language Processing/6. NLP Project Solutions.mp4 60.5 MB
21. K Means Clustering/4. K Means Project Solutions.mp4 59.5 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/4. MNIST with Multi-Layer Perceptron - Part 3.mp4 59.5 MB
15. Linear Regression/6. Linear Regression Project Solution.mp4 59.2 MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4 58.9 MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4 58.6 MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4 57.6 MB
18. K Nearest Neighbors/2. KNN with Python.mp4 57.3 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/7. Tensorflow Project Exercise - Solutions.mp4 55.3 MB
1. Course Introduction/3.1 Py_DS_ML_Bootcamp-master.zip.zip 55.0 MB
2. Environment Set-Up/1.1 Py-DS-ML-Bootcamp-master.zip.zip 55.0 MB
3. Jupyter Overview/2.1 Py-DS-ML-Bootcamp-master.zip.zip 55.0 MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4 54.8 MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4 54.6 MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4 54.3 MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4 52.3 MB
22. Principal Component Analysis/2. PCA with Python.mp4 52.2 MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4 51.6 MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.srt 51.5 MB
24. Natural Language Processing/3. NLP with Python - Part 2.srt 51.5 MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4 51.5 MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4 51.5 MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4 51.4 MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4 49.7 MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4 48.5 MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4 47.8 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/3. MNIST with Multi-Layer Perceptron - Part 2.mp4 47.4 MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.srt 46.7 MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4 46.7 MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4 46.5 MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4 45.6 MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4 45.5 MB
1. Course Introduction/1. Introduction to the Course.mp4 45.1 MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4 44.3 MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4 43.6 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/6. Tensorflow Project Exercise Overview.mp4 42.6 MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4 42.1 MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4 41.3 MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.srt 40.7 MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4 40.7 MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4 40.0 MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4 39.6 MB
14. Introduction to Machine Learning/3. Introduction to Machine Learning.mp4 39.4 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4 38.7 MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4 38.5 MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4 38.5 MB
26. Neural Nets and Deep Learning/5. TensorFlow Basics.mp4 38.4 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4 37.7 MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4 37.5 MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4 37.2 MB
21. K Means Clustering/2. K Means with Python.mp4 36.3 MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4 36.1 MB
20. Support Vector Machines/4. SVM Project Solutions.mp4 35.2 MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4 35.1 MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4 34.4 MB
26. Neural Nets and Deep Learning/3. What is TensorFlow.mp4 34.4 MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4 34.1 MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4 33.9 MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4 33.8 MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4 33.5 MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4 31.9 MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4 31.6 MB
26. Neural Nets and Deep Learning/9. Deep Learning Project.mp4 29.5 MB
6. Python for Data Analysis - Pandas/10. Operations.mp4 28.7 MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4 26.7 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/2. MNIST with Multi-Layer Perceptron - Part 1.mp4 26.5 MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4 25.6 MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4 25.5 MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4 25.4 MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4 25.1 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/5. TensorFlow with ContribLearn.mp4 24.9 MB
17. Logistic Regression/1. Logistic Regression Theory.mp4 24.7 MB
6. Python for Data Analysis - Pandas/3. Series.mp4 23.8 MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4 23.8 MB
1. Course Introduction/2. Course Help and Welcome.mp4 23.2 MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4 22.9 MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4 21.0 MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4 20.9 MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4 20.4 MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4 20.2 MB
14. Introduction to Machine Learning/4. Machine Learning with Python.mp4 19.7 MB
25. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4 19.0 MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4 18.9 MB
25. Big Data and Spark with Python/3. Spark Overview.mp4 18.3 MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4 17.5 MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4 17.2 MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4 17.1 MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4 16.4 MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4 16.2 MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4 16.1 MB
26. Neural Nets and Deep Learning/2. Neural Network Theory.mp4 15.2 MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4 14.9 MB
25. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4 14.9 MB
15. Linear Regression/5. Linear Regression Project Overview.mp4 14.9 MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4 14.3 MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4 14.1 MB
26. Neural Nets and Deep Learning/1. Welcome to the Deep Learning Section!.mp4 14.0 MB
25. Big Data and Spark with Python/5. AWS Account Set-Up.mp4 13.7 MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4 13.6 MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4 13.5 MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4 12.8 MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4 12.8 MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4 12.2 MB
21. K Means Clustering/3. K Means Project Overview.mp4 12.1 MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4 12.0 MB
25. Big Data and Spark with Python/2. Big Data Overview.mp4 11.8 MB
18. K Nearest Neighbors/1. KNN Theory.mp4 11.7 MB
20. Support Vector Machines/3. SVM Project Overview.mp4 11.7 MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4 11.5 MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4 11.5 MB
25. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4 11.4 MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4 11.2 MB
25. Big Data and Spark with Python/10. Lambda Expressions Review.mp4 10.8 MB
20. Support Vector Machines/1. SVM Theory.mp4 10.4 MB
15. Linear Regression/1. Linear Regression Theory.mp4 10.4 MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4 10.3 MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4 9.6 MB
23. Recommender Systems/1. Recommender Systems.mp4 9.5 MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4 9.2 MB
24. Natural Language Processing/5. NLP Project Overview.mp4 8.9 MB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp4 8.7 MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.srt 8.7 MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4 8.7 MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4 8.1 MB
26. Neural Nets and Deep Learning/4. Installing Tensorflow 1.10.mp4 7.6 MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4 7.5 MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4 7.5 MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4 7.0 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4 6.9 MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4 5.0 MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4 3.7 MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4 3.2 MB
14. Introduction to Machine Learning/2.1 Python DS Presentations.zip.zip 2.9 MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4 2.3 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/1. TensorFlow Installation.srt 39.6 kB
25. Big Data and Spark with Python/12. RDD Transformations and Actions.srt 33.1 kB
26. Neural Nets and Deep Learning/8. Tensorflow Estimators.srt 31.1 kB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.srt 29.1 kB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.srt 28.4 kB
4. Python Crash Course/3. Python Crash Course - Part 1.srt 27.9 kB
18. K Nearest Neighbors/2. KNN with Python.srt 27.3 kB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.srt 27.1 kB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.srt 26.9 kB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.srt 26.8 kB
15. Linear Regression/6. Linear Regression Project Solution.srt 26.7 kB
15. Linear Regression/3. Linear Regression with Python - Part 1.srt 26.7 kB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.srt 26.6 kB
25. Big Data and Spark with Python/7. EC2 Instance Set-Up.srt 26.4 kB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.srt 25.9 kB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.srt 25.7 kB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.srt 25.7 kB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.srt 25.6 kB
20. Support Vector Machines/2. Support Vector Machines with Python.srt 25.4 kB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.srt 24.9 kB
24. Natural Language Processing/4. NLP with Python - Part 3.srt 24.5 kB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.srt 24.4 kB
22. Principal Component Analysis/2. PCA with Python.srt 24.1 kB
4. Python Crash Course/5. Python Crash Course - Part 3.srt 23.8 kB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/3. MNIST with Multi-Layer Perceptron - Part 2.srt 23.3 kB
3. Jupyter Overview/2. Jupyter Notebooks.srt 23.3 kB
21. K Means Clustering/4. K Means Project Solutions.srt 23.2 kB
4. Python Crash Course/4. Python Crash Course - Part 2.srt 23.1 kB
24. Natural Language Processing/2. NLP with Python - Part 1.srt 22.6 kB
26. Neural Nets and Deep Learning/7. MNIST - Part Two.srt 22.5 kB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.srt 22.0 kB
26. Neural Nets and Deep Learning/5. TensorFlow Basics.srt 22.0 kB
4. Python Crash Course/6. Python Crash Course - Part 4.srt 21.9 kB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.srt 21.9 kB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.srt 21.8 kB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.srt 21.4 kB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.srt 21.3 kB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.srt 21.2 kB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/7. Tensorflow Project Exercise - Solutions.srt 20.8 kB
2. Environment Set-Up/1. Python Environment Setup.srt 20.5 kB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.srt 19.9 kB
18. K Nearest Neighbors/4. KNN Project Solutions.srt 19.7 kB
6. Python for Data Analysis - Pandas/10. Operations.srt 18.2 kB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.srt 18.1 kB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/2. MNIST with Multi-Layer Perceptron - Part 1.srt 18.0 kB
21. K Means Clustering/2. K Means with Python.srt 17.8 kB
25. Big Data and Spark with Python/9. PySpark Setup.srt 17.8 kB
17. Logistic Regression/1. Logistic Regression Theory.srt 17.7 kB
14. Introduction to Machine Learning/3. Introduction to Machine Learning.srt 17.5 kB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.srt 17.5 kB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.srt 16.8 kB
6. Python for Data Analysis - Pandas/3. Series.srt 15.9 kB
3. Jupyter Overview/3. Optional Virtual Environments.srt 15.8 kB
26. Neural Nets and Deep Learning/10. Deep Learning Project - Solutions.srt 15.3 kB
17. Logistic Regression/6. Logistic Regression Project Solutions.srt 15.1 kB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.srt 14.9 kB
14. Introduction to Machine Learning/4. Machine Learning with Python.srt 14.5 kB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.srt 14.2 kB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.srt 14.0 kB
25. Big Data and Spark with Python/3. Spark Overview.srt 13.9 kB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.srt 13.6 kB
20. Support Vector Machines/4. SVM Project Solutions.srt 13.5 kB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/5. TensorFlow with ContribLearn.srt 13.2 kB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.srt 13.2 kB
9. Python for Data Visualization - Seaborn/5. Grids.srt 13.0 kB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.srt 12.8 kB
9. Python for Data Visualization - Seaborn/7. Style and Color.srt 12.5 kB
25. Big Data and Spark with Python/11. Introduction to Spark and Python.srt 12.4 kB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.srt 12.4 kB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.srt 12.0 kB
5. Python for Data Analysis - NumPy/6. Numpy Operations.srt 11.1 kB
9. Python for Data Visualization - Seaborn/6. Regression Plots.srt 10.5 kB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.srt 10.4 kB
15. Linear Regression/4. Linear Regression with Python - Part 2.srt 10.3 kB
26. Neural Nets and Deep Learning/2. Neural Network Theory.srt 10.3 kB
6. Python for Data Analysis - Pandas/8. Groupby.srt 10.2 kB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.srt 10.2 kB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.srt 9.9 kB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.srt 9.1 kB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.srt 9.1 kB
26. Neural Nets and Deep Learning/3. What is TensorFlow.srt 9.0 kB
6. Python for Data Analysis - Pandas/7. Missing Data.srt 8.9 kB
18. K Nearest Neighbors/1. KNN Theory.srt 8.2 kB
25. Big Data and Spark with Python/8. SSH with Mac or Linux.srt 8.1 kB
25. Big Data and Spark with Python/10. Lambda Expressions Review.srt 8.1 kB
25. Big Data and Spark with Python/2. Big Data Overview.srt 8.0 kB
21. K Means Clustering/1. K Means Algorithm Theory.srt 7.7 kB
24. Natural Language Processing/1. Natural Language Processing Theory.srt 7.2 kB
25. Big Data and Spark with Python/5. AWS Account Set-Up.srt 7.0 kB
23. Recommender Systems/1. Recommender Systems.srt 6.9 kB
15. Linear Regression/1. Linear Regression Theory.srt 6.8 kB
20. Support Vector Machines/1. SVM Theory.srt 6.7 kB
1. Course Introduction/1. Introduction to the Course.srt 6.0 kB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.srt 6.0 kB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.srt 5.9 kB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.srt 5.6 kB
13. Data Capstone Project/6. Finance Data Project Overview.srt 5.5 kB
1. Course Introduction/3. Course FAQs.html 5.5 kB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.srt 5.4 kB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.srt 5.1 kB
26. Neural Nets and Deep Learning/9. Deep Learning Project.srt 5.1 kB
22. Principal Component Analysis/1. Principal Component Analysis.srt 5.0 kB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.srt 4.9 kB
21. K Means Clustering/3. K Means Project Overview.srt 4.9 kB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.srt 4.6 kB
15. Linear Regression/5. Linear Regression Project Overview.srt 4.1 kB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/6. Tensorflow Project Exercise Overview.srt 4.0 kB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.srt 3.9 kB
20. Support Vector Machines/3. SVM Project Overview.srt 3.9 kB
13. Data Capstone Project/2. 911 Calls Project Overview.srt 3.7 kB
24. Natural Language Processing/5. NLP Project Overview.srt 3.7 kB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.srt 3.4 kB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.srt 3.4 kB
26. Neural Nets and Deep Learning/4. Installing Tensorflow 1.10.srt 3.0 kB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.srt 2.7 kB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.srt 2.7 kB
17. Logistic Regression/5. Logistic Regression Project Overview.srt 2.6 kB
4. Python Crash Course/2. Introduction to Python Crash Course.srt 2.3 kB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.srt 2.3 kB
18. K Nearest Neighbors/3. KNN Project Overview.srt 2.2 kB
25. Big Data and Spark with Python/4. Local Spark Set-Up.html 1.7 kB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.srt 1.4 kB
1. Course Introduction/2. Course Help and Welcome.srt 1.2 kB
5. Python for Data Analysis - NumPy/4. Quick Note on Array Indexing.html 1.1 kB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.srt 991 Bytes
15. Linear Regression/2. model_selection Updates for SciKit Learn 0.18.html 845 Bytes
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.srt 748 Bytes
25. Big Data and Spark with Python/1. Welcome to the Big Data Section!.srt 740 Bytes
26. Neural Nets and Deep Learning/1. Welcome to the Deep Learning Section!.srt 709 Bytes
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.srt 614 Bytes
7. Python for Data Analysis - Pandas Exercises/1. Note on SF Salary Exercise.html 559 Bytes
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.srt 553 Bytes
28. BONUS SECTION THANK YOU!/1. Bonus Lecture.html 532 Bytes
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.srt 469 Bytes
14. Introduction to Machine Learning/2. Link for ISLR.html 406 Bytes
25. Big Data and Spark with Python/6. Quick Note on AWS Security.html 392 Bytes
13. Data Capstone Project/5. Bank Data.html 363 Bytes
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.srt 348 Bytes
3. Jupyter Overview/1. Updates to Notebook Zip.html 197 Bytes
25. Big Data and Spark with Python/9.1 Step by Step Guide for PySpark Set-up.html 158 Bytes
25. Big Data and Spark with Python/5.1 Amazon Guide to Creating an AWS Account.html 146 Bytes
3. Jupyter Overview/3.1 Updated Link to Manage Environments with Conda.html 144 Bytes
25. Big Data and Spark with Python/8.1 Amazon Guide to SSH with Mac.html 140 Bytes
14. Introduction to Machine Learning/2.2 ISLR 6th Edition PDF (Machine Learning Textbook).html 123 Bytes
14. Introduction to Machine Learning/3.1 Link for ISLR.html 123 Bytes
25. Big Data and Spark with Python/7.1 Amazon Guide to Using PuTTY for Windows SSH.html 122 Bytes
13. Data Capstone Project/5.1 Download all_banks pickle file from this link.html 117 Bytes
9. Python for Data Visualization - Seaborn/1.1 Link to Seaborn Documentation (updated).html 87 Bytes

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