General Machine Learning Resources

• Wikipedia article on Machine Learning
• David Aha's ML resource page (slightly outdated)
• ML Resource page from Science Magazine
• Machine Learning @ Videolectures

Books

• Tom Mitchell's Machine Learning book.
• Chris Bishop's Pattern Recognition and Machine Learning book
• Elements of Statistical Learning
• Michael Kearns' book on Computational Learning Theory
• Book on Semi Supervised Learning

Blogs & Discussions

• John Langford's Machine Learning (Theory) blog
• Hal Daume's NLP Blog
• ICML Discussion Site
• ML Newsgroup

Software

• Machine Learning Open Source Software (mloss)

Datasets

• UCI Machine Learning Data Repository
• KDD Nuggets Datasets
• Penn Treebank
• Linguistics Data Consortium (LDC) -- source of linguistic data.

Conferences

• ICML-09, UAI-09, COLT-09, ECML-09, AISTATS-09, NIPS-09

Upcoming deadlines