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
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
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
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