链接

1.西瓜书(机器学习)

《机器学习》(西瓜书)公式推导解析，在线阅读地址：

https://datawhalechina.github.io/pumpkin-book

PDF：

https://www.jianshu.com/p/743e3150a1d6

code：

https://github.com/PnYuan/Machine-Learning_ZhouZhihua

 

2.机器学习实战

《机器学习实战》读书笔记

http://www.pythoner.com/238.html

《机器学习实战》总结篇

https://www.jianshu.com/p/69f6efb54a4b

PDF：

http://vdisk.weibo.com/s/C3VtoShZRyZIt

code：

https://www.manning.com/books/machine-learning-in-action 官网Python2

https://github.com/Y1ran/Machine-Learning-in-Action-Python3 Python3

https://github.com/xyxxmb/Machine-Learning-In-Action

 

3.蓝皮书(统计学习方法)

《统计学习方法》(李航)读书笔记(完结)

https://www.cnblogs.com/limitlessun/p/8611103.html

PDF：

http://vdisk.weibo.com/s/vfFpMc1YgPOr 中文

code：

https://github.com/fengdu78/lihang-code

https://github.com/SmirkCao/Lihang

https://github.com/WenDesi/lihang_book_algorithm

 

4.花书(深度学习)

花书笔记：

https://jeffmacaluso.github.io/post/DeepLearningRulesOfThumb/

PDF： 

https://www.jianshu.com/p/743e3150a1d6 中文+英文

code：

https://github.com/dalmia/Deep-Learning-Book-Chapter-Summaries