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This FAQ from comp.ai.neural-nets contains the most commonly asked questions about neural networks, including some great introductory material.

Part of the collection of computer science bibliographies.

An annual award for contributions to the formal analysis of human cognition.

A repository maintained by the Artificial Intelligence Research Group led by Vasant Honavar in the Department of Computer Science at Iowa State University.

A website keeping track of developments in Gaussian processes. Has links to online papers and their authors and software.

Workshops, tutorials, papers and software related to maximum entropy.

Applications of neural networks for feature selection, dimension reduction and data mining.

Collection of Neural Network resources sorted by topic.

A hub for the neuroinformatics community, with information on workshops and courses. Also hosts the comp-neuro mailing list.

Introduction to principal curves, with summary of and links to publications, demo, and software.

A centralized resource for researchers of reinforcement learning. Maintained at University of Massachusetts, Amherst.

Includes related fields like genetic algorithms, fuzzy logic, adaptive computing and complex systems and descriptions of each site.

Free encyclopedia article addressing the historical background, the learning paradigms and the different application areas.