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[FreeCourseLab.com] Udemy - Python for Data Science and Machine Learning Bootcamp
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2019-11-25 19:23
2024-12-19 02:00
142
3.57 GB
139
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FreeCourseLab
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Udemy
-
Python
for
Data
Science
and
Machine
Learning
Bootcamp
文件列表
1. Course Introduction/1. Introduction to the Course.mp4
29.04MB
1. Course Introduction/2. Course Help and Welcome.mp4
8.25MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4
31.35MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4
5.16MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4
28.6MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4
12.51MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4
51.15MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4
1.94MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4
46.15MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4
19.19MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4
11.15MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4
27.63MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4
3.98MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4
8.57MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4
39.79MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4
49.79MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4
12.22MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4
47.27MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4
45.72MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4
16.56MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4
7.2MB
14. Introduction to Machine Learning/3. Introduction to Machine Learning.mp4
28.93MB
14. Introduction to Machine Learning/4. Machine Learning with Python.mp4
16.79MB
15. Linear Regression/1. Linear Regression Theory.mp4
8.56MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4
43.31MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4
16.05MB
15. Linear Regression/5. Linear Regression Project Overview.mp4
10.79MB
15. Linear Regression/6. Linear Regression Project Solution.mp4
45.39MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4
11.6MB
17. Logistic Regression/1. Logistic Regression Theory.mp4
21.02MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4
41.41MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4
34.21MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4
16.95MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4
5.32MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4
30.2MB
18. K Nearest Neighbors/1. KNN Theory.mp4
9.91MB
18. K Nearest Neighbors/2. KNN with Python.mp4
45.96MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4
4.98MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4
52.66MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4
12.06MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4
40.1MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4
11.96MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4
30.86MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4
26.57MB
2. Environment Set-Up/1. Environment Set-up and Installation.mp4
22.3MB
20. Support Vector Machines/1. SVM Theory.mp4
8.73MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4
47.45MB
20. Support Vector Machines/3. SVM Project Overview.mp4
8.59MB
20. Support Vector Machines/4. SVM Project Solutions.mp4
28.13MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4
9.61MB
21. K Means Clustering/2. K Means with Python.mp4
29.95MB
21. K Means Clustering/3. K Means Project Overview.mp4
9.2MB
21. K Means Clustering/4. K Means Project Solutions.mp4
47.12MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4
6.21MB
22. Principal Component Analysis/2. PCA with Python.mp4
43.24MB
23. Recommender Systems/1. Recommender Systems.mp4
7.88MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4
35.52MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4
34.44MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4
8.86MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4
40.16MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4
41.92MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4
37.66MB
24. Natural Language Processing/5. NLP Project Overview.mp4
6.67MB
24. Natural Language Processing/6. NLP Project Solutions.mp4
48.05MB
25. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4
5.23MB
25. Big Data and Spark with Python/10. Lambda Expressions Review.mp4
9.32MB
25. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4
15.74MB
25. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4
55.68MB
25. Big Data and Spark with Python/2. Big Data Overview.mp4
9.96MB
25. Big Data and Spark with Python/3. Spark Overview.mp4
15.69MB
25. Big Data and Spark with Python/5. AWS Account Set-Up.mp4
10.88MB
25. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4
62.98MB
25. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4
9.15MB
25. Big Data and Spark with Python/9. PySpark Setup.mp4
60.4MB
26. Neural Nets and Deep Learning/1. Welcome to the Deep Learning Section!.mp4
4.9MB
26. Neural Nets and Deep Learning/10. Deep Learning Project - Solutions.mp4
94.6MB
26. Neural Nets and Deep Learning/2. Neural Network Theory.mp4
12.45MB
26. Neural Nets and Deep Learning/3. What is TensorFlow.mp4
25.11MB
26. Neural Nets and Deep Learning/4. Installing Tensorflow 1.10.mp4
7.27MB
26. Neural Nets and Deep Learning/5. TensorFlow Basics.mp4
30.98MB
26. Neural Nets and Deep Learning/6. MNIST - Part One.mp4
58.38MB
26. Neural Nets and Deep Learning/7. MNIST - Part Two.mp4
94.09MB
26. Neural Nets and Deep Learning/8. Tensorflow Estimators.mp4
156.64MB
26. Neural Nets and Deep Learning/9. Deep Learning Project.mp4
28.16MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/1. TensorFlow Installation.mp4
69.26MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/2. MNIST with Multi-Layer Perceptron - Part 1.mp4
21.73MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/3. MNIST with Multi-Layer Perceptron - Part 2.mp4
36.52MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/4. MNIST with Multi-Layer Perceptron - Part 3.mp4
44.34MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/5. TensorFlow with ContribLearn.mp4
19.54MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/6. Tensorflow Project Exercise Overview.mp4
7.31MB
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/7. Tensorflow Project Exercise - Solutions.mp4
37.51MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4
31.98MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4
18.94MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4
3.95MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4
2.66MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4
35.79MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4
28.87MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4
31.76MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4
29.26MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4
9.38MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4
27.24MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4
2.48MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4
4.15MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4
33.44MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4
37.3MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4
25.46MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4
9.76MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4
38.28MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4
3.26MB
6. Python for Data Analysis - Pandas/10. Operations.mp4
24.12MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4
36.63MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4
3.19MB
6. Python for Data Analysis - Pandas/3. Series.mp4
20.3MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4
39.77MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4
42.03MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4
20.85MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4
12.14MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4
14.77MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4
26.16MB
7. Python for Data Analysis - Pandas Exercises/1. SF Salaries Exercise Overview.mp4
6.78MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4
42.69MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4
7.39MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4
43.07MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4
5.19MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4
12.64MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4
36.17MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4
31.56MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4
27.28MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4
5.86MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4
27.72MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4
9.03MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4
51.4MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4
38.5MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4
22.36MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4
19.88MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4
15.46MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4
18.99MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4
6.64MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4
20.05MB
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