Treatise on a newly discovered algorithm for feedforward neural network, ELM. Complete performance evaluation along with discussions in PDF format. [Free]

A collection of tools for creating and using HMMs for biological sequences. [AFL]

A generic framework for the evolutionary search algorithm mPOEMS. It was designed to solve optimisation problems, with an unrestricted number of objectives. Click Details link for download information. [AFL]

A system to modify an incomplete or incorrect rule base to make it consistent with a set of input training examples. Written in C++ [Free]

A developer toolkit for researchers and engineers to embed belief networks in software applications. Nice online demo. [Commercial]

A system of research planning and learning utilizing explanation-based learning, partial evaluation, experimentation, graphical knowledge acquisition, automatic abstraction, mixed-initiative planning, and case-based reasoning. [Free]

Top 20 machine learning software websites for this DMOZ category ranked by Alexa.com. [FREE]

Scalable non-parametric classification with Polynomial MPMC Cascades for use in Matlab. [GPL]