大数据智能-参考教材

来自iCenter Wiki
跳转至: 导航搜索

课程教材

类别 书名 链接
*分布式系统: # M Steen, AS Tanenbaum, Distributed systems: principles and paradigms, Prentice Hall, 2007. Distributed Systems


类别 书名 链接
*数据库: # J. D. Ullman, J. Widom, A First Course in Database Systems, 3ed FCDS
*数据库: # Garcia-Molina, J. D. Ullman, J. Widom, Database System Implementation 1-12, 2ed, Pearson, 2009, 662s DSCB


类别 书名 链接
*深度学习: # Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, Cambridge, MA, 2016. DeepLearningBook

Deep Learning 中文翻译


类别 书名 链接
*强化学习: # Richard S. Sutton, Andrew Barto, An Introduction to Reinforcement Learning, MIT Press, Cambridge, MA, 1998. Intro_RL


类别 书名 链接
*数据挖掘: # Leskovec, Jure, Anand Rajaraman, Jeffrey David Ullman. Mining of massive datasets. Cambridge University Press, 2014. MMDS_book

算法

  1. Algorithm 4th Edition, Author: Robert SedgeWick and Kevin Wayne, Website: https://algs4.cs.princeton.edu/home/
  2. Introduction to Algorithms by Charles E. Leiserson, Clifford Stein, Ronald Rivest, and Thomas H. Cormen (CLRS).