Textbooks or lecture notes
Astronomy, Astrophysics and Cosmology
- Textbook on spherical astronomy, by W. M. Smart, and R. M. Green. Cambridge University Press, 1977.
Technical books or manuals
(Astro)Statistics, Data Mining, Machine Learning and AI
-
Introduction to Statistical Machine Learning, by Masashi Sugiyama. Elsevier Inc., 2016.
- 中文版:统计机器学习导论 ,杉山将(著);肖竹,谢宁,李柏杨(译),机械工业出版社,2018.
-
Data Science at the Command Line, by Jeroen Janssens. O’Reilly Media, Inc., 2014/2021
- 中文版:命令行中的数据科学,Jeroen Janssens(著);王晓伟,刘峰(译),人民邮电出版社,2015.
Python, R and other languages
-
Introducing Python: modern computing in simple packages, by Bill Lubanovic. O’Reilly Media, Inc., 2014.
- 中文版:Python语言及其应用 ,Bill Lubanovic (著) ;梁杰 , 丁嘉瑞 , 禹常隆 (译),人民邮电出版社,2016.
-
Python Data Science Handbook: Essential Tools for Working with Data, by VanderPlas, Jake. O’Reilly Media, Inc., 2016.
Databases, SQL and so on
- High Performance MySQL, by Baron Schwartz, Peter Zaitsev, Vadim Tkachenko. O’Reilly Media, Inc., 2012.
- 中文版:高性能MySQL ,Baron Schwartz, Peter Zaitsev, Vadim Tkachenko(著);: 宁海元,周振兴,彭立勋,翟卫祥,刘辉(译),电子工业出版社,2013.