Zhejiang
University 
Introduction to Machine LearningDr. Zhang HongxinState Key Lab of CAD&CG, Zhejiang University 
The study of learning from data is commercially and scientifically important. This one month short course is designed to give first year Ph.D. students a thorough grounding in the methodologies, technologies, mathematics and algorithms currently needed by people who do research in learning and data mining or who may need to apply learning or data mining techniques to a target problem. The topics of the course draw from classical statistics, from machine learning, from data mining, from Bayesian statistics and from statistical algorithmics.
Students entering the class should have a preexisting working knowledge of probability, statistics and algorithms, though the class has been designed to allow students with a strong numerate background to catch up and fully participate.
The course is open to Ph.D students of College of Computer Science, Zhejiang University.
Classroom: Cao Guang Biao Building West 2202, Yu Quan District, Zhejiang University. Time: Thursday, 18:3021:30
Topic  Date 
Slides 
Introduction  3.01 

Supervised Learning  3.08 

Unsupervised Learning  3.15 

Reinforcement Learning  3.22 
Last modified
Friday, March 23, 2007