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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