【机器学习】Data Scientist进阶书籍

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Fundamental Textbooks:(first update, 2016/04/27)

1. Machine Learning, Tom Mitchell.点击打开链接 1%

2. Pattern Recognition and Machine Learning, Christopher Bishop. 1%

3. The Elements of Statistical Learning: Data Mining, Inference and Prediction, Trevor Hastie, Robert Tibshirani, Jerome Friedman.点击打开链接 1% exp 08/01

4. 统计学习方法, 李航 100%

5. Convex Optimization, Boyd. 15% ref.

6. Recommendation System. 1%


Practice:(first update, 2016/04/27)

1. Machine Learning, Andrew Ng. 20% exp06/20

2. Machine learning in Action. 30%  

3. sk-learn.点击打开链接 25% exp 06/31

4. Data mining with Python. 45%




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