Machine Learning (COMP-652)

Machine Learning Resources

Note: this is not an exhaustive list, just a starting point if you are looking for machine learning papers, software or data. The list will be further revised during the term.

Journals

Machine Learning
Journal of Machine Learning Research
Journal of Artificial Intelligence Research
Artificial Intelligence

Conferences

International Conference on Machine Learning (ICML)
AAAI Meetings
Neural Information Processing Systems (NIPS)
Computational Learning Theory (COLT)
Uncertainty in Artificial Intelligence (AUI)
International Conference on Knowledge Discovery and Data Mining (KDD)
IEEE International Conference on Data Mining (ICDM)
European Conference on Machine Learning (ECML)
International Joint Conference on Artificial Intelligence (IJCAI)

Repositories

Videolectures.net (a collection of scientific talks, including many in machine learning)
Reinforcement Learning Repository at UMass Amherst
Reinforcement Learning Community
Support Vector Machines and related methods
Boosting and related methods
Genetic Programming
Data Mining
Knowledge Discovery in Databases
Active Learning

Machine Learning Data

UCI machine learning repository
KDD Databases

Software

Weka: Machine learning software in Java
Neural Java
MLC++
Orange: Data mining software

Tutorials, Notes, Books (not included elswhere in these pages)

Introduction to Neural Networks at IDSIA
Machine Learning, Neural and Statistical Classification by D.Michie, D.J. Spiegelhalter, C.C. Taylor (eds), 1994.
Evaluation of Learning Algorithms