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