统计与机器学习概论
付彦煒
http://yanweifu.github.io/course.html
子彬院N211 Wed 4:00-5:30p.m.
10% 出勤
20% homework
50% monthly Mini-project
20% final project
教材
"An Introduction to statistical learning"
"The elements of statistical learning"
"Pattern recognition and machine learning" —Christopher M.Bishop
参考
Understanding machine learning
Machine learning — Murphy
Machine learning---Tom M.Mitchell
Chap 1
Conferences
- Neural Information Processing Systems(NIPS)
- International Conference on Machine Learning(ICML)
- European Conference on Machine Learning (ECML)
- Uncertainty in Artificial Intelligence(UAI)
- European Conference on Computer Vision(ECCV)
- IEEE Conference on Computer Vision and Pattern Recognition(CVPR)
Jornals
- Journal of Machine Learning Research(JMLR)
- TPAMI
- Artificial Intelligence
- ICJV
- The Annals of Statistics
TEP(task, experience,performance)
Version space
Occam's Razor
