5.1 Linear Algebra and Probability
[1] MIT Linear Algebra Course https://study.163.com/course/introduction/1003649037.htm
[2] MIT Gilbert Strang http://www-math.mit.edu/~gs/
5.2 Pattern Recognition and Machine Learning
[1] Christopher M. Bishop. Pattern Recognition and Machine Learning. https://www.springer.com/us/book/9780387310732
[2] Andrew Ng. Machine Learning. https://study.163.com/course/introduction/1004570029.htm
[3] Marc Peter Deisenroth, A Aldo Faisal, Cheng Soon Ong. Mathematics for Machine Learning. https://mml-book.github.io/
5.3 Deep Learning
[1] Ian Goodfellow, Yoshua Bengio and Aaron Courville. Deep Learning. http://www.deeplearningbook.org/
[2] Aston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola. Dive into Deep Learning. http://www.d2l.ai/
[3] Andrew Ng. Deep Learning. https://mooc.study.163.com/smartSpec/detail/1001319001.htm
[4] 人工智能国内外顶尖公开课系列 https://study.163.com/series/1001461001.htm
Lastest Updated on Aug 21, 2021