漫谈数据挖掘从入门到进阶(转)
In no particular order: Foundations of Machine Learning, Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar An ambitious book that covers an impressive subset of the theoretical basis of machine learning. Includes excellent treatment of fundamentals (learning complexity, kernel methods, boosting, PAC learning, regression), as well as some subects that are almost never covered properly (ranking, multiclass, online). Additionally gives a nice ML perspective of some things (JL-lemma) t