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Python for Data Science and Machine Learning Bootcamp
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2019-11-19 04:57
2024-9-8 22:56
128
4.38 GB
139
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相关链接
Python
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Data
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Bootcamp
文件列表
1. Course Introduction/2. Course Help and Welcome.mp4
22.13MB
2. Environment Set-Up/1. Python Environment Setup.mp4
76.35MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4
37.76MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4
21.79MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4
10.71MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4
3.04MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4
40.16MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4
32.22MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4
35.76MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4
32.55MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4
12.23MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4
34.42MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4
15.36MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4
4.73MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4
38.14MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4
42.26MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4
30.1MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4
12.22MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4
46.24MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4
9.13MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4
3.53MB
6. Python for Data Analysis - Pandas/3. Series.mp4
22.7MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4
45.62MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4
49.87MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4
24.31MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4
13.68MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4
16.7MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4
30.39MB
6. Python for Data Analysis - Pandas/10. Operations.mp4
27.36MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4
44.5MB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp4
8.3MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4
51.79MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4
8.8MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4
52.03MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4
14.25MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4
16.34MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4
41.62MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4
35.46MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4
31.91MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4
7.72MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4
32.81MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4
11.59MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4
61.75MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4
44.38MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4
25.42MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4
23.95MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4
18.04MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4
22.7MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4
8.25MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4
24.24MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4
36.88MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4
6.55MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4
35.91MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4
15.64MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4
62.61MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4
2.16MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4
54.96MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4
24.42MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4
12.88MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4
33.47MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4
10.98MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4
11.44MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4
49.16MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4
58.83MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4
16.38MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4
60.47MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4
55.85MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4
19.91MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4
19.5MB
14. Introduction to Machine Learning/3. Introduction to Machine Learning.mp4
37.62MB
14. Introduction to Machine Learning/4. Machine Learning with Python.mp4
18.78MB
15. Linear Regression/1. Linear Regression Theory.mp4
9.9MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4
52.31MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4
19.27MB
15. Linear Regression/5. Linear Regression Project Overview.mp4
14.2MB
15. Linear Regression/6. Linear Regression Project Solution.mp4
56.47MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4
12.94MB
17. Logistic Regression/1. Logistic Regression Theory.mp4
23.55MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4
49.04MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4
38.83MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4
20.02MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4
6.65MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4
36.7MB
18. K Nearest Neighbors/1. KNN Theory.mp4
11.18MB
18. K Nearest Neighbors/2. KNN with Python.mp4
54.69MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4
7.11MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4
70.86MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4
13.49MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4
49.09MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4
15.43MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4
36.72MB
1. Course Introduction/1. Introduction to the Course.mp4
43.01MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4
32.31MB
20. Support Vector Machines/1. SVM Theory.mp4
9.91MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4
56.15MB
20. Support Vector Machines/3. SVM Project Overview.mp4
11.18MB
20. Support Vector Machines/4. SVM Project Solutions.mp4
33.58MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4
10.98MB
21. K Means Clustering/2. K Means with Python.mp4
34.62MB
21. K Means Clustering/3. K Means Project Overview.mp4
11.57MB
21. K Means Clustering/4. K Means Project Solutions.mp4
56.74MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4
7.13MB
22. Principal Component Analysis/2. PCA with Python.mp4
49.82MB
23. Recommender Systems/1. Recommender Systems.mp4
9.11MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4
43.4MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4
39.42MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4
9.82MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4
47.42MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4
49.08MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4
43.49MB
24. Natural Language Processing/5. NLP Project Overview.mp4
8.44MB
24. Natural Language Processing/6. NLP Project Solutions.mp4
57.69MB
25. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4
14.24MB
25. Big Data and Spark with Python/2. Big Data Overview.mp4
11.3MB
25. Big Data and Spark with Python/3. Spark Overview.mp4
17.5MB
25. Big Data and Spark with Python/5. AWS Account Set-Up.mp4
13.11MB
25. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4
86.54MB
25. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4
10.9MB
25. Big Data and Spark with Python/9. PySpark Setup.mp4
70.62MB
25. Big Data and Spark with Python/10. Lambda Expressions Review.mp4
10.31MB
25. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4
18.08MB
25. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4
70.81MB
26. Neural Nets and Deep Learning/1. Welcome to the Deep Learning Section!.mp4
13.35MB
26. Neural Nets and Deep Learning/2. Neural Network Theory.mp4
14.53MB
26. Neural Nets and Deep Learning/3. What is TensorFlow.mp4
32.81MB
26. Neural Nets and Deep Learning/4. Installing Tensorflow 1.10.mp4
7.28MB
26. Neural Nets and Deep Learning/5. TensorFlow Basics.mp4
36.59MB
26. Neural Nets and Deep Learning/6. MNIST - Part One.mp4
58.38MB
26. Neural Nets and Deep Learning/7. MNIST - Part Two.mp4
94.08MB
26. Neural Nets and Deep Learning/8. Tensorflow Estimators.mp4
156.64MB
26. Neural Nets and Deep Learning/9. Deep Learning Project.mp4
28.15MB
26. Neural Nets and Deep Learning/10. Deep Learning Project - Solutions.mp4
94.6MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/1. TensorFlow Installation.mp4
91.93MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/2. MNIST with Multi-Layer Perceptron - Part 1.mp4
25.23MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/3. MNIST with Multi-Layer Perceptron - Part 2.mp4
45.19MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/4. MNIST with Multi-Layer Perceptron - Part 3.mp4
56.7MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/5. TensorFlow with ContribLearn.mp4
23.77MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/6. Tensorflow Project Exercise Overview.mp4
40.59MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/7. Tensorflow Project Exercise - Solutions.mp4
52.72MB
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