3. Linear Regression
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Introduction to Statistical Learning using Python
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Welcome
1. Introduction
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Video
2. Statistical Learning
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Applied Exercises
3. Linear Regression
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Video
Exercises
4. Classification
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Exercises
5. Resampling Methods
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Exercises
6. Linear Model Selection and Regularization
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Exercises
7. Moving Beyond Linearity
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Exercises
8. Tree-Based Methods
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Exercises
9. Support Vector Machines
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Exercises
10. Deep Learning
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Exercises
11. Survival Analysis and Censored Data
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Exercises
12. Unsupervised Learning
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Exercises
13. Multiple Testing
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Exercises
Appendices
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Table of contents
Cohort 01
3. Linear Regression
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Video
Cohort 01
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Exercises