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Sourceforge.net has 3,278 URLs listed in 1,610 Dmoz categories.

OpenNLP
Collaborative organization for open source projects related to natural language processing. Lists ongoing projects and documents proposed standard Java and XML APIs.
http://opennlp.sourceforge.net/
Top/Computers/Artificial_Intelligence/Natural_Language/Tools

Amygdala
Open-source software for simulating spiking neural networks, written in C++.
http://amygdala.sourceforge.net/
Top/Computers/Artificial_Intelligence/Neural_Networks/Software

Annie
Open-source neural network library for C++ (Windows and Linux). Support for MLP, RBF and Hopfield networks. Interfaces with Matlab's Neural Network Toolbox.
http://annie.sourceforge.net
Top/Computers/Artificial_Intelligence/Neural_Networks/Software

Simbrain
A free java-based neural network simulation kit.
http://simbrain.sourceforge.net
Top/Computers/Artificial_Intelligence/Neural_Networks/Software

FANN
Neural network library implemented in ANSI C. Creates multilayer feedforward networks with support for both fully connected and sparse connected networks. Supports execution in fixed point, for fast execution on systems like the iPAQ.
http://fann.sourceforge.net
Top/Computers/Artificial_Intelligence/Neural_Networks/Software

Lightweight Neural Network++
Free software project. Implements a general feed forward neural network and some training techniques.
http://lwneuralnetplus.sourceforge.net/
Top/Computers/Artificial_Intelligence/Neural_Networks/Software

libF2N2
An open source neural network library. Implements feedforward neural network classes in multiple languages including C++ and PHP.
http://libf2n2.sourceforge.net/
Top/Computers/Artificial_Intelligence/Neural_Networks/Software

Brain-Mind: Know Thyself
Philosophy of mind for artificial intelligence. This paper was originally commissioned by and published in NOVEMBER Magazine. Links will lead to the free full text of the book, Ai4u: Mind-1.1 Programmer's Manual By Arthur T Murray
http://mind.sourceforge.net/theory5.html
Top/Computers/Artificial_Intelligence/Philosophy

VXL
Portable, open-source, C++ libraries for computer vision research and deployment. Site has links to active newsgroups and project pages, and daily documentation, build, and testing updates.
http://vxl.sourceforge.net
Top/Computers/Artificial_Intelligence/Vision/Software

ImageApp
A GUI for the Java Advanced Imaging library. Allows grahical manipulation of image processing algorithms. Website and program are still alpha release.
http://imageapp.sourceforge.net/
Top/Computers/Artificial_Intelligence/Vision/Software