这份书单源自网络。虽然所列图书都是免费提供的,但如果您有深入学习的打算,我还是推荐您购买纸质版书籍。作者花费大量时间整合这些资源,希望得到您的支持与喜爱!
数据科学概论
Jeffrey Stanton, 2013
School of Data, 2015
DJ Patil, 2012
数据科学家访谈
Carl Shan, Henry Wang, William Chen, & Max Song, 2015
Brian Liou, Tristan Tao, & Declan Shener, 2015
创建数据科学团队
Hilary Mason & DJ Patil, 2015
DJ Patil, 2011
Julie Steele, 2015
数据分析
Jeff Leek, 2015
分布式计算工具
Tom White, 2011
Jimmy Lin & Chris Dyer, 2010
程序语言学习
Python
Allen Downey, 2012
Wikibooks, 2015
Al Sweigart, 2015
Zed A. Shaw, 2013
R语言
Roger D. Peng
Wikibooks, 2014
Hadley Wickham, 2014
SQL
Zed. A. Shaw, 2010
Tutorials Point
数据挖掘和机器学习
Amnon Shashua, 2008
Abdelhamid Mellouk & Abdennacer Chebira, 450
Wikipedia
Reza Zafarani, Mohammad Ali Abbasi, & Huan Liu, 2014
Ian H. Witten & Eibe Frank, 2005
Jure Leskovec, Anand Rajaraman, & Jeff Ullman, 2014
Ron Zacharski, 2015
Graham Williams, 2011
Mohammed J. Zaki & Wagner Meria Jr., 2014
Cam Davidson-Pilon, 2015
Michael J.A. Berry & Gordon S. Linoff, 2004
Nada Lavrac & Saso Dzeroski, 1994
Christopher M. Bishop, 2006
D. Michie, D.J. Spiegelhalter, & C.C. Taylor, 1999
David J.C. MacKay, 2005
Johannes Ledolter, 2013
David Barber, 2014
C. E. Rasmussen & C. K. I. Williams, 2006
Richard S. Sutton & Andrew G. Barto, 2012
Csaba Szepesvari , 2009
- Big Data, Data Mining, and Machine Learning
Ben Klemens, 2008
Roberto Bello, 2013
Yoshua Bengio, Ian J. Goodfellow, & Aaron Courville, 2015
Michael Nielsen, 2015
Wikibooks, 2014
Shigeaki Sakurai, 2012
统计和统计学习
Allen B. Downey, 2014
Allen B. Downey, 2012
Gareth James, Daniela Witten, Trevor Hastie, & Robert Tibshirani, 2013
Gary W. Oehlert, 2010
数据可视化
Malcolm Maclean, 2015
Scott Murray, 2013
大数据
Jeffrey Needham, 2013
Mike Barlow, 2013
O’Reilly Media, Inc., 2012
计算机科学
Steven Bird, 2009
Richard Szeliski, 2010
- Concise Computer Vision
Stuart Russell, 1995
当看到这里的时候,您即将阅读这些经典的书籍。无论现在处于什么水平,我都希望您有自己的收获!如果有更多好书推荐,欢迎您在下方留言,谢谢!
以上为全部译文
文章原标题60+ Free Books on Big Data, Data Science, Data Mining, Machine Learning, Python, R, and more ,译者:Anchor C.,审阅:虎说八道。
文章为简译,更多内容请查看原文。