AI习惯的数学书籍、计算机经典书籍

http://download.csdn.net/download/wz619899442/8405297

https://www.amazon.com/Introduction-Automata-Theory-Languages-Computation/dp/0321455363/ref=sr_1_4?ie=UTF8&qid=1509688992&sr=8-4&keywords=John+Hopcroft

Books

The course is mostly self-contained, but reading a textbook will help you with your understanding.

Required:

Bayesian Methods for Hackers by Cameron Davidson-Pilon. Scroll down to the PyMC3 part in the README.

Highly Recommended

Statistical Rethinking: A Bayesian Course with Examples in R and Stan by Richard McElreath.

Bayesian Data Analysis, by Andrew Gelman, John Carlin, Hal Stern, David Dunson, Aki Vehtari, and Donald Rubin. 3rd Edition.

We will not be using R or Stan, but the principles remain the same.

Wasserman’s All of Statistics

Shalizi’s Advanced Data Analysis from an Elementary Point of View

Other useful books and sources

Still to come

Papers and other re

Elements of Information Theory 2nd Edition

http://coltech.vnu.edu.vn/~thainp/books/Wiley_-_2006_-_Elements_of_Information_Theory_2nd_Ed.pdf

https://www.amazon.com/Elements-Information-Theory-Telecommunications-Processing/dp/0471241954/ref=sr_1_1?s=books&ie=UTF8&qid=1508146558&sr=1-1

https://www.amazon.com/Alan-Turing-Enigma-Andrew-Hodges/dp/0671492071/ref=tmm_hrd_swatch_0?_encoding=UTF8&qid=1498422324&sr=1-2

http://aima.cs.berkeley.edu/

https://www.amazon.com/Convex-Optimization-Algorithms-Dimitri-Bertsekas/dp/1886529280/ref=sr_1_3?ie=UTF8&qid=1424202078&sr=8-3&keywords=Bertsekas+Convex

https://mitpress.mit.edu/sicp/full-text/book/book-Z-H-4.html#%_toc_start

线性模型和广义线性模型(第3版)(英文) 平装 – 2015年1月1日

拉奥 (C.Radhakrishna Rao) (作者)
https://www.amazon.cn/gp/product/B00VSPTTXK/ref=ox_sc_sfl_title_4?ie=UTF8&psc=1&smid=A1AJ19PSB66TGU

矩阵代数(英文) (英语) 平装 – 2017年7月1日

J.E.金特尔 (James E.Gentle) (作者)
https://www.amazon.cn/gp/product/B071F2CSJ1/ref=pd_sim_14_7?ie=UTF8&psc=1&refRID=N3Z41583H5CS8T5X7RGA

凸优化(英文) 平装 – 2013年10月1日
鲍迪 (Stephen Boyd) (作者)

https://www.amazon.cn/gp/product/B00F4NUSJQ/ref=pd_sim_14_6?ie=UTF8&psc=1&refRID=N3Z41583H5CS8T5X7RGA

https://people.eecs.berkeley.edu/~bh/ss-toc2.html

https://www.amazon.com/Principles-Program-Analysis-Flemming-Nielson/dp/3540654100/ref=pd_bxgy_14_2?_encoding=UTF8&psc=1&refRID=XAZCQ13EAQ88P4M7G659

https://www.amazon.com/Modern-Compiler-Design-Dick-Grune/dp/1461446988/ref=pd_sim_14_6?_encoding=UTF8&psc=1&refRID=XAZCQ13EAQ88P4M7G659

https://www.amazon.com/Data-Flow-Analysis-Theory-Practice/dp/0849328802/ref=sr_1_1?ie=UTF8&qid=1507023143&sr=8-1&keywords=Data+flow+analysis