Reinforcement Learning

Reinforcement Learning: An introduction

Deep Reinforcement Learning and Control: Spring 2017, CMU 10703

Optimization

Convex Optimization by Sebastien Bubeck

Stochastic Variance-Reduced Optimization for Machine Learning

Statistics

Statistical Models Theory and Practice

Course

Standford NLP course

Good Tutorial


SVM && Structed Prediction

SSVM tutorial handout by Andrea Vedaldi,University of Oxford

SVM && regression

A Tutorial on Suppport Vector Regression

Algorithm


Clustering

Clustering by fast search and find fo density peak

Deep Learning

Discussion

Jordan at reddit

Hinton at reddit

Yenn LeCun at reddit

Yoshua Bengio at reddit

Reinforce Learning

Algorithms for Reinforcement Learning, by Csaba Szepesvari

Deep Reinforcement Learning: Pong from Pixels

tutorial on policy gradient metho by Pieter Abbeel and John Schulmand

nuts and bots of Deep RL research by John

MIT Deep learning course

Paper/article collection


Useful Repository

中国诗词库

Code/Tools