AAAI's AI Topics Machine Learning page
DMOZ Open Directory Machine Learning page
David Aha's Machine Learning Page
Google Machine Learning Directory
Russell and Norvig's AI on the Web (Machine Learning section)
Glossary of Machine Learning terms (Kohavi and Provost)
Machine Learning Dictionary (Bill Wilson)
Machine Learning Summary (Patrick Doyle)
Glossary of Reinforcement Learning Terminology
Machine Learning
text online (Tom Mitchell)
Reinforcement Learning: an introduction
text online (Sutton and Barto), or the shorter
Reinforcement Learning: A Tutorial
(Harmon and Harmon)
Lecture Notes in Machine Learning
(Zdravko Markov)
Case-Based Reasoning
(Ian Harrison)
Introduction to Data Mining
from
The Data Mine
Introduction to Graphical Models and Bayesian Networks
(Kevin Murphy)
Kernel Machines Publications
at
www.kernel-machines.org
Neural Network FAQ
and introductions by
Ingrid Russell
and
Leslie Smith
POMDPs for Dummies
at
Brown University
Truth from Trash
text (Chris Thorton) with
sample chapter
The Weka Project
with
Java data mining software
and
tutorial
Boosting Research Site
Machine Learning Network (MLnet)
The Data Mine
Kernel Machines
Markov Chain Monte Carlo Preprint Service
Machine Learning in Games
Reinforcement Learning Repository