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Python for Data Science and Machine Learning Bootcamp
magnet:?xt=urn:btih:72c79c0d4290b0e6f03617a789ca98bc4ddc55b8&dn=Python for Data Science and Machine Learning Bootcamp
磁力链接详情
Hash值:
72c79c0d4290b0e6f03617a789ca98bc4ddc55b8
点击数:
149
文件大小:
4.38 GB
文件数量:
139
创建日期:
2019-11-19 04:57
最后访问:
2024-12-22 05:23
访问标签:
Python
for
Data
Science
and
Machine
Learning
Bootcamp
文件列表详情
1. Course Introduction/2. Course Help and Welcome.mp4 22.13 MB
2. Environment Set-Up/1. Python Environment Setup.mp4 76.35 MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4 37.76 MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4 21.79 MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4 10.71 MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4 3.04 MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4 40.16 MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4 32.22 MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4 35.76 MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4 32.55 MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4 12.23 MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4 34.42 MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4 15.36 MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4 4.73 MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4 38.14 MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4 42.26 MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4 30.1 MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4 12.22 MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4 46.24 MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4 9.13 MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4 3.53 MB
6. Python for Data Analysis - Pandas/3. Series.mp4 22.7 MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4 45.62 MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4 49.87 MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4 24.31 MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4 13.68 MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4 16.7 MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4 30.39 MB
6. Python for Data Analysis - Pandas/10. Operations.mp4 27.36 MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4 44.5 MB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp4 8.3 MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4 51.79 MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4 8.8 MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4 52.03 MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4 14.25 MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4 16.34 MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4 41.62 MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4 35.46 MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4 31.91 MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4 7.72 MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4 32.81 MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4 11.59 MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4 61.75 MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4 44.38 MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4 25.42 MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4 23.95 MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4 18.04 MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4 22.7 MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4 8.25 MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4 24.24 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4 36.88 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4 6.55 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4 35.91 MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4 15.64 MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4 62.61 MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4 2.16 MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4 54.96 MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4 24.42 MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4 12.88 MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4 33.47 MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4 10.98 MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4 11.44 MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4 49.16 MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4 58.83 MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4 16.38 MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4 60.47 MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4 55.85 MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4 19.91 MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4 19.5 MB
14. Introduction to Machine Learning/3. Introduction to Machine Learning.mp4 37.62 MB
14. Introduction to Machine Learning/4. Machine Learning with Python.mp4 18.78 MB
15. Linear Regression/1. Linear Regression Theory.mp4 9.9 MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4 52.31 MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4 19.27 MB
15. Linear Regression/5. Linear Regression Project Overview.mp4 14.2 MB
15. Linear Regression/6. Linear Regression Project Solution.mp4 56.47 MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4 12.94 MB
17. Logistic Regression/1. Logistic Regression Theory.mp4 23.55 MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4 49.04 MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4 38.83 MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4 20.02 MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4 6.65 MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4 36.7 MB
18. K Nearest Neighbors/1. KNN Theory.mp4 11.18 MB
18. K Nearest Neighbors/2. KNN with Python.mp4 54.69 MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4 7.11 MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4 70.86 MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4 13.49 MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4 49.09 MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4 15.43 MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4 36.72 MB
1. Course Introduction/1. Introduction to the Course.mp4 43.01 MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4 32.31 MB
20. Support Vector Machines/1. SVM Theory.mp4 9.91 MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4 56.15 MB
20. Support Vector Machines/3. SVM Project Overview.mp4 11.18 MB
20. Support Vector Machines/4. SVM Project Solutions.mp4 33.58 MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4 10.98 MB
21. K Means Clustering/2. K Means with Python.mp4 34.62 MB
21. K Means Clustering/3. K Means Project Overview.mp4 11.57 MB
21. K Means Clustering/4. K Means Project Solutions.mp4 56.74 MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4 7.13 MB
22. Principal Component Analysis/2. PCA with Python.mp4 49.82 MB
23. Recommender Systems/1. Recommender Systems.mp4 9.11 MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4 43.4 MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4 39.42 MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4 9.82 MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4 47.42 MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4 49.08 MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4 43.49 MB
24. Natural Language Processing/5. NLP Project Overview.mp4 8.44 MB
24. Natural Language Processing/6. NLP Project Solutions.mp4 57.69 MB
25. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4 14.24 MB
25. Big Data and Spark with Python/2. Big Data Overview.mp4 11.3 MB
25. Big Data and Spark with Python/3. Spark Overview.mp4 17.5 MB
25. Big Data and Spark with Python/5. AWS Account Set-Up.mp4 13.11 MB
25. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4 86.54 MB
25. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4 10.9 MB
25. Big Data and Spark with Python/9. PySpark Setup.mp4 70.62 MB
25. Big Data and Spark with Python/10. Lambda Expressions Review.mp4 10.31 MB
25. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4 18.08 MB
25. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4 70.81 MB
26. Neural Nets and Deep Learning/1. Welcome to the Deep Learning Section!.mp4 13.35 MB
26. Neural Nets and Deep Learning/2. Neural Network Theory.mp4 14.53 MB
26. Neural Nets and Deep Learning/3. What is TensorFlow.mp4 32.81 MB
26. Neural Nets and Deep Learning/4. Installing Tensorflow 1.10.mp4 7.28 MB
26. Neural Nets and Deep Learning/5. TensorFlow Basics.mp4 36.59 MB
26. Neural Nets and Deep Learning/6. MNIST - Part One.mp4 58.38 MB
26. Neural Nets and Deep Learning/7. MNIST - Part Two.mp4 94.08 MB
26. Neural Nets and Deep Learning/8. Tensorflow Estimators.mp4 156.64 MB
26. Neural Nets and Deep Learning/9. Deep Learning Project.mp4 28.15 MB
26. Neural Nets and Deep Learning/10. Deep Learning Project - Solutions.mp4 94.6 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/1. TensorFlow Installation.mp4 91.93 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/2. MNIST with Multi-Layer Perceptron - Part 1.mp4 25.23 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/3. MNIST with Multi-Layer Perceptron - Part 2.mp4 45.19 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/4. MNIST with Multi-Layer Perceptron - Part 3.mp4 56.7 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/5. TensorFlow with ContribLearn.mp4 23.77 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/6. Tensorflow Project Exercise Overview.mp4 40.59 MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/7. Tensorflow Project Exercise - Solutions.mp4 52.72 MB
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