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文档列表

25. Neural Nets and Deep Learning/31. Tensorboard.mp4 151.2 MB
25. Neural Nets and Deep Learning/24. Keras Project Solutions - Dealing with Missing Data.mp4 150.6 MB
25. Neural Nets and Deep Learning/16. TF Regression Code Along - Exploratory Data Analysis.mp4 143.6 MB
25. Neural Nets and Deep Learning/27. Keras Project Solutions - Data PreProcessing.mp4 131.0 MB
25. Neural Nets and Deep Learning/21. TF Classification - Dealing with Overfitting and Evaluation.mp4 116.7 MB
25. Neural Nets and Deep Learning/25. Keras Project Solutions - Dealing with Missing Data - Part Two.mp4 101.5 MB
25. Neural Nets and Deep Learning/26. Keras Project Solutions - Categorical Data.mp4 89.5 MB
25. Neural Nets and Deep Learning/14. TF Syntax Basics - Part Two - Creating and Training the Model.mp4 88.4 MB
14. Introduction to Machine Learning/4. Evaluating Performance - Classification Error Metrics.mp4 86.7 MB
25. Neural Nets and Deep Learning/23. TensorFlow 2.0 Project Notebook Overview.mp4 84.4 MB
2. Environment Set-Up/1. Python Environment Setup.mp4 80.1 MB
25. Neural Nets and Deep Learning/17. TF Regression Code Along - Exploratory Data Analysis - Continued.mp4 79.9 MB
25. Neural Nets and Deep Learning/10. Cost Functions and Gradient Descent.mp4 79.7 MB
25. Neural Nets and Deep Learning/19. TF Regression Code Along - Model Evaluation and Predictions.mp4 72.3 MB
25. Neural Nets and Deep Learning/15. TF Syntax Basics - Part Three - Model Evaluation.mp4 67.9 MB
25. Neural Nets and Deep Learning/30. Keras Project Solutions - Model Evaluation.mp4 66.2 MB
26. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4 66.0 MB
25. Neural Nets and Deep Learning/8. Activation Functions.mp4 65.6 MB
26. Big Data and Spark with Python/9. PySpark Setup.mp4 63.3 MB
25. Neural Nets and Deep Learning/11. Backpropagation.mp4 60.8 MB
25. Neural Nets and Deep Learning/20. TF Classification Code Along - EDA and Preprocessing.mp4 58.9 MB
26. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4 58.4 MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4 55.2 MB
1. Course Introduction/3.1 Py_DS_ML_Bootcamp-master.zip 55.0 MB
2. Environment Set-Up/1.1 Py-DS-ML-Bootcamp-master.zip 55.0 MB
3. Jupyter Overview/2.1 Py-DS-ML-Bootcamp-master.zip 55.0 MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4 53.9 MB
11. Python for Data Visualization - Plotly and Cufflinks/3. Plotly and Cufflinks.mp4 53.6 MB
25. Neural Nets and Deep Learning/13. TF Syntax Basics - Part One - Preparing the Data.mp4 52.8 MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4 52.2 MB
24. Natural Language Processing/6. NLP Project Solutions.mp4 50.4 MB
25. Neural Nets and Deep Learning/6. Perceptron Model.mp4 50.3 MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4 49.8 MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4 49.6 MB
21. K Means Clustering/4. K Means Project Solutions.mp4 49.4 MB
25. Neural Nets and Deep Learning/18. TF Regression Code Along - Data Preprocessing and Creating a Model.mp4 49.3 MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4 48.4 MB
25. Neural Nets and Deep Learning/9. Multi-Class Classification Considerations.mp4 48.3 MB
18. K Nearest Neighbors/2. KNN with Python.mp4 48.2 MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4 47.9 MB
15. Linear Regression/6. Linear Regression Project Solution.mp4 47.6 MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4 45.4 MB
22. Principal Component Analysis/2. PCA with Python.mp4 45.3 MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4 45.2 MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4 44.8 MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4 44.1 MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4 44.0 MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4 43.4 MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4 42.1 MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4 42.1 MB
14. Introduction to Machine Learning/3. Supervised Learning Overview.mp4 42.0 MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4 41.7 MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4 41.7 MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4 40.4 MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4 40.1 MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4 39.5 MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4 39.1 MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4 38.4 MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4 37.9 MB
25. Neural Nets and Deep Learning/7. Neural Networks.mp4 37.7 MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4 37.5 MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4 37.3 MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4 36.1 MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4 35.9 MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4 35.1 MB
25. Neural Nets and Deep Learning/1.2 TensorFlow_FILES.zip 34.7 MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4 33.5 MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4 33.3 MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4 33.1 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4 32.9 MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4 32.4 MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4 31.7 MB
21. K Means Clustering/2. K Means with Python.mp4 31.4 MB
25. Neural Nets and Deep Learning/29. Keras Project Solutions - Creating and Training a Model.mp4 31.2 MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4 30.7 MB
1. Course Introduction/1. Introduction to the Course.mp4 30.4 MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4 30.3 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4 30.0 MB
20. Support Vector Machines/4. SVM Project Solutions.mp4 29.5 MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4 29.1 MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4 29.0 MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4 28.6 MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4 28.6 MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4 27.9 MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4 27.4 MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4 26.7 MB
6. Python for Data Analysis - Pandas/10. Operations.mp4 25.3 MB
25. Neural Nets and Deep Learning/28. Keras Project Solutions - Data PreProcessing.mp4 25.1 MB
14. Introduction to Machine Learning/5. Evaluating Performance - Regression Error Metrics.mp4 24.8 MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4 23.5 MB
17. Logistic Regression/1. Logistic Regression Theory.mp4 22.0 MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4 21.9 MB
6. Python for Data Analysis - Pandas/3. Series.mp4 21.3 MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4 21.0 MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4 20.9 MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4 20.1 MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4 19.9 MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4 19.9 MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4 17.8 MB
14. Introduction to Machine Learning/6. Machine Learning with Python.mp4 17.6 MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4 17.4 MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4 16.8 MB
26. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4 16.5 MB
26. Big Data and Spark with Python/3. Spark Overview.mp4 16.5 MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4 16.2 MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4 15.5 MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4 13.3 MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4 13.1 MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4 12.8 MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4 12.7 MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4 12.6 MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4 12.5 MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4 12.2 MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4 11.7 MB
26. Big Data and Spark with Python/5. AWS Account Set-Up.mp4 11.4 MB
15. Linear Regression/5. Linear Regression Project Overview.mp4 11.3 MB
25. Neural Nets and Deep Learning/12. TensorFlow vs Keras.mp4 11.0 MB
26. Big Data and Spark with Python/2. Big Data Overview.mp4 10.4 MB
18. K Nearest Neighbors/1. KNN Theory.mp4 10.4 MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4 10.2 MB
25. Neural Nets and Deep Learning/4. Introduction to Artificial Neural Networks (ANN).mp4 10.1 MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4 10.1 MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4 9.8 MB
26. Big Data and Spark with Python/10. Lambda Expressions Review.mp4 9.8 MB
21. K Means Clustering/3. K Means Project Overview.mp4 9.7 MB
26. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4 9.6 MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4 9.5 MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4 9.3 MB
20. Support Vector Machines/1. SVM Theory.mp4 9.1 MB
20. Support Vector Machines/3. SVM Project Overview.mp4 9.0 MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4 9.0 MB
15. Linear Regression/1. Linear Regression Theory.mp4 9.0 MB
1. Course Introduction/2. Course Help and Welcome.mp4 8.6 MB
23. Recommender Systems/1. Recommender Systems.mp4 8.3 MB
25. Neural Nets and Deep Learning/22. TensorFlow 2.0 Project Options Overview.mp4 8.2 MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4 7.8 MB
14. Introduction to Machine Learning/2. Welcome to the Machine Learning Section!.mp4 7.6 MB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp4 7.1 MB
24. Natural Language Processing/5. NLP Project Overview.mp4 7.0 MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4 6.9 MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4 6.5 MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4 6.1 MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4 5.6 MB
26. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4 5.5 MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4 5.4 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4 5.4 MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4 5.2 MB
25. Neural Nets and Deep Learning/3. Welcome to the Deep Learning Section!.mp4 5.1 MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4 4.4 MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4 4.2 MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4 4.1 MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4 3.4 MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4 3.3 MB
14. Introduction to Machine Learning/1.3 Python DS Presentations.zip 2.9 MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4 2.8 MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4 2.6 MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4 2.0 MB
26. Big Data and Spark with Python/9. PySpark Setup.srt 37.3 kB
26. Big Data and Spark with Python/12. RDD Transformations and Actions.srt 33.1 kB
25. Neural Nets and Deep Learning/31. Tensorboard.srt 29.4 kB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.srt 29.1 kB
25. Neural Nets and Deep Learning/24. Keras Project Solutions - Dealing with Missing Data.srt 28.5 kB
11. Python for Data Visualization - Plotly and Cufflinks/3. Plotly and Cufflinks.srt 28.4 kB
4. Python Crash Course/3. Python Crash Course - Part 1.srt 27.9 kB
25. Neural Nets and Deep Learning/10. Cost Functions and Gradient Descent.srt 27.7 kB
24. Natural Language Processing/6. NLP Project Solutions.srt 27.6 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. Neural Nets and Deep Learning/16. TF Regression Code Along - Exploratory Data Analysis.srt 26.5 kB
26. Big Data and Spark with Python/7. EC2 Instance Set-Up.srt 26.4 kB
24. Natural Language Processing/3. NLP with Python - Part 2.srt 25.9 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
25. Neural Nets and Deep Learning/27. Keras Project Solutions - Data PreProcessing.srt 25.6 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
14. Introduction to Machine Learning/4. Evaluating Performance - Classification Error Metrics.srt 25.3 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
25. Neural Nets and Deep Learning/21. TF Classification - Dealing with Overfitting and Evaluation.srt 24.5 kB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.srt 24.4 kB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.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
5. Python for Data Analysis - NumPy/3. Numpy Arrays.srt 23.5 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
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.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
6. Python for Data Analysis - Pandas/11. Data Input and Output.srt 21.5 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
25. Neural Nets and Deep Learning/25. Keras Project Solutions - Dealing with Missing Data - Part Two.srt 20.9 kB
25. Neural Nets and Deep Learning/11. Backpropagation.srt 20.8 kB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.srt 20.6 kB
25. Neural Nets and Deep Learning/14. TF Syntax Basics - Part Two - Creating and Training the Model.srt 20.4 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
2. Environment Set-Up/1. Python Environment Setup.srt 19.4 kB
25. Neural Nets and Deep Learning/17. TF Regression Code Along - Exploratory Data Analysis - Continued.srt 18.8 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
21. K Means Clustering/2. K Means with Python.srt 17.8 kB
17. Logistic Regression/1. Logistic Regression Theory.srt 17.7 kB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.srt 17.6 kB
25. Neural Nets and Deep Learning/26. Keras Project Solutions - Categorical Data.srt 17.5 kB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.srt 17.5 kB
25. Neural Nets and Deep Learning/15. TF Syntax Basics - Part Three - Model Evaluation.srt 17.1 kB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.srt 16.8 kB
25. Neural Nets and Deep Learning/8. Activation Functions.srt 16.4 kB
25. Neural Nets and Deep Learning/9. Multi-Class Classification Considerations.srt 16.3 kB
25. Neural Nets and Deep Learning/19. TF Regression Code Along - Model Evaluation and Predictions.srt 16.2 kB
6. Python for Data Analysis - Pandas/3. Series.srt 15.9 kB
3. Jupyter Overview/3. Optional Virtual Environments.srt 15.8 kB
25. Neural Nets and Deep Learning/13. TF Syntax Basics - Part One - Preparing the Data.srt 15.1 kB
17. Logistic Regression/6. Logistic Regression Project Solutions.srt 15.1 kB
25. Neural Nets and Deep Learning/6. Perceptron Model.srt 14.9 kB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.srt 14.9 kB
14. Introduction to Machine Learning/6. 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
26. Big Data and Spark with Python/3. Spark Overview.srt 13.9 kB
25. Neural Nets and Deep Learning/30. Keras Project Solutions - Model Evaluation.srt 13.7 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
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
25. Neural Nets and Deep Learning/23. TensorFlow 2.0 Project Notebook Overview.srt 12.7 kB
14. Introduction to Machine Learning/3. Supervised Learning Overview.srt 12.5 kB
9. Python for Data Visualization - Seaborn/7. Style and Color.srt 12.5 kB
26. 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
25. Neural Nets and Deep Learning/18. TF Regression Code Along - Data Preprocessing and Creating a Model.srt 12.1 kB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.srt 12.0 kB
25. Neural Nets and Deep Learning/20. TF Classification Code Along - EDA and Preprocessing.srt 11.4 kB
5. Python for Data Analysis - NumPy/6. Numpy Operations.srt 11.1 kB
25. Neural Nets and Deep Learning/7. Neural Networks.srt 11.0 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
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
6. Python for Data Analysis - Pandas/7. Missing Data.srt 8.9 kB
14. Introduction to Machine Learning/5. Evaluating Performance - Regression Error Metrics.srt 8.6 kB
18. K Nearest Neighbors/1. KNN Theory.srt 8.2 kB
26. Big Data and Spark with Python/8. SSH with Mac or Linux.srt 8.1 kB
26. Big Data and Spark with Python/10. Lambda Expressions Review.srt 8.1 kB
26. 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
26. 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
25. Neural Nets and Deep Learning/29. Keras Project Solutions - Creating and Training a Model.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
25. Neural Nets and Deep Learning/28. Keras Project Solutions - Data PreProcessing.srt 5.1 kB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.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
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
25. Neural Nets and Deep Learning/4. Introduction to Artificial Neural Networks (ANN).srt 3.4 kB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.srt 3.4 kB
25. Neural Nets and Deep Learning/12. TensorFlow vs Keras.srt 3.0 kB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.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
25. Neural Nets and Deep Learning/22. TensorFlow 2.0 Project Options 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
26. Big Data and Spark with Python/4. Local Spark Set-Up.html 1.7 kB
11. Python for Data Visualization - Plotly and Cufflinks/2. READ ME FIRST BEFORE PLOTLY PLEASE!.html 1.5 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/2. Welcome to the Machine Learning Section!.srt 991 Bytes
14. Introduction to Machine Learning/1. Welcome to Machine Learning. Here are a few resources to get you started!.html 847 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
26. Big Data and Spark with Python/1. Welcome to the Big Data Section!.srt 740 Bytes
25. Neural Nets and Deep Learning/3. 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
27. 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
25. Neural Nets and Deep Learning/5. Installing Tensorflow.html 408 Bytes
26. 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
25. Neural Nets and Deep Learning/1. Download TensorFlow Notebooks Here.html 315 Bytes
3. Jupyter Overview/1. Updates to Notebook Zip.html 197 Bytes
25. Neural Nets and Deep Learning/2. Quick Check for Notes.html 164 Bytes
26. Big Data and Spark with Python/9.1 Step by Step Guide for PySpark Set-up.html 158 Bytes
26. 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
26. Big Data and Spark with Python/8.1 Amazon Guide to SSH with Mac.html 140 Bytes
14. Introduction to Machine Learning/1.1 Slides for this section to view (please do not request edit access).html 138 Bytes
25. Neural Nets and Deep Learning/1.1 Slides for Deep Learning Section.html 138 Bytes
14. Introduction to Machine Learning/1.2 ISLR 6th Edition PDF (Machine Learning Textbook).html 123 Bytes
26. 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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