https://github.com/eurus-holmes/statistics-base

Code for the book: "Statistical Learning Methods, by Hang Li".
https://github.com/eurus-holmes/statistics-base

statistical-learning statistical-methods statistical-models

Last synced: 6 months ago
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Code for the book: "Statistical Learning Methods, by Hang Li".

• Host: GitHub
• URL: https://github.com/eurus-holmes/statistics-base
• Owner: Eurus-Holmes
• License: apache-2.0
• Created: 2019-01-24T15:33:02.000Z (about 7 years ago)
• Default Branch: master
• Last Pushed: 2019-12-18T11:19:47.000Z (about 6 years ago)
• Last Synced: 2025-08-31T05:57:22.727Z (6 months ago)
• Topics: statistical-learning, statistical-methods, statistical-models
• Language: Jupyter Notebook
• Homepage: https://chenfeiyang.top/Statistics-Base/
• Size: 14.5 MB
• Stars: 12
• Watchers: 1
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Statistical Learning Methods

### CONTENTS

  - [x] Chapter 1. Introduction to Statistical Learning Methods

  - [ ] Chapter 2. Perceptron

  - [x] Chapter 3. K Nearest Neighbor Method

  - [ ] Chapter 4. Naive Bayesian Method

  - [x] Chapter 5. Decision Tree

  - [ ] Chapter 6. Logistic Regression and Maximum Entropy Model

  - [ ] Chapter 7. Support Vector Machine

  - [ ] Chapter 8. Lifting Methods

  - [ ] Chapter 9. EM Algorithm and Its Extension

  - [ ] Chapter 10. Hidden Markov Model

  - [ ] Chapter 11. Conditional Random Fields

  - [ ] Chapter 12. Summary of Statistical Learning Methods