统计与机器学习概论

付彦煒

yanweifu@fudan.edu.cn

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