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Artificial Intelligence: Machine Learning: Software


 

Software

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An AI Learning System

http://tcw2.ppsw.rug.nl/~jorrit/ai/ai.html

A description of an AI system, with a demonstration program and Delphi sourcecode.

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ANNI - Artificial Neural Network Investing

http://NeuralInvesting.com

Commercial Securities Modeler that uses artificial neural networks and genetic algorithms for customizable prediction

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AutoClass

http://ic-www.arc.nasa.gov/ic/projects/bayes-group/autoclass/

Takes a database of cases described by a combination of real and discrete valued attributes, and automatically finds the natural classes in that data. It can be seen as a Naive Bayes classifier where the class node is hidden. [Free]

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Bayes Net Toolbox for Matlab

http://www.cs.berkeley.edu/~murphyk/Bayes/bnt.html

Supports several inference algorithms and learning algorithms. Allows simulation of static and dynamic networks, including HMMs, IOHMMs, and Kalman filters.

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Bayes++

http://bayesclasses.sourceforge.net

A library of C++ classes for Bayesian filtering. From the Australian Centre for Field Robotics. [C++, MIT license]

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C4.5 and FOIL

http://www.cse.unsw.edu.au/~quinlan/

Home page of R. Quinlan. FTP links to FOIL (inductive logic programming) and C4.5 (learning decision trees).

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EM algorithm for Mixture models

http://www.neurosci.aist.go.jp/~akaho/MixtureEM.html

Shotaro Akaho's implementation of EM algorithm for modeling Mixtures of Gaussians (Java, free). An extended version is available from the author.

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Experience-Based Language Acquisition

http://sourceforge.net/projects/ebla

Computational model of human language acquisition written in Java; currently acquires a protolanguage of nouns and verbs language based on visual perception

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FastMix

http://www.cs.cmu.edu/~psand/

Generates Gaussian mixture models for large datasets using efficient EM clustering algorithms. [Free]

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GNU Hidden Markov Model Library

http://sourceforge.net/projects/ghmm

Hidden Markov Models software library from the Center of Applied Informatics, Cologne. Includes algorithms such as Viterbi, Baum-Welch, and Forward-Backward. [C, GPL license]

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Category for: Artificial Intelligence: Machine Learning: Software


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