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the entire directory
only in Machine_Learning/Software
Description
Top
:
Computers
:
Artificial Intelligence
:
Machine Learning
:
Software
(96)
Belief Networks
@
(40)
Data Mining
@
(134)
Neural Networks
@
(28)
Statistics
@
(189)
Support Vector Machines
@
(3)
(H)HMM Library and Designer
 This library allows probabilistic sequence models to be constructed through use of Hidden Markov models (HMMs) and Hierarchical Markov models HMMs (HHMMs) in Ocaml programming language. [GPL]
aiParts
 C++ classes for multidecision problems implementing the HighHope technique with sample programs. [MIT]
Alexa  Top 20 Machine Learning Software Websites
 Top 20 machine learning software websites for this DMOZ category ranked by Alexa.com. [FREE]
AliceBOT
 The famous free software BOT developed in promotion of AIML (Artificial Intelligence Markup Language). [FREE]
ArrayMiner  ClassMarker
 Programmatically isolate similarities between scattered classes of genes. Expression driven. Utilizes a voting method along with a kNearestNeighbors classification. Very rich graphical interface. Samples of an unknown class are possible given enough data. Fully functional demo. [Commercial]
The AutoClass Project
 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]
Bayes Net Toolbox for Matlab
 Supports several inference algorithms and learning algorithms. Allows simulation of static and dynamic networks, including HMMs, IOHMMs, and Kalman filters. [GPL]
Bayes++: Open Source Bayesian Filtering Classes
 A library of C++ classes for Bayesian Filtering of discrete systems. [MIT]
BETSY: A Bayesian Essay Test Scoring System
 A windowsbased program that classifies text based on trained material. Designed for automated essay scoring, BETSY can be applied to any text classification task. [GPL]
BoosTexter: A Boostingbased System for Text Categorization
 A general purpose machinelearning program based on boosting for building a classifier from text and/or attributevalue data. [GPL]
Bow: A Toolkit for Statistical Language Modeling, Text Retrieval, Classification and Clustering
 A library of C code useful for writing statistical text analysis, language modeling, and information retrieval programs. The current distribution includes the library, as well as frontends for document classification (rainbow), document retrieval (arrow) and document clustering (crossbow). [LGPL]
C4.5 and FOIL
 The home page of R. Quinlan with FTP links to FOIL (inductive logic programming) and C4.5 (learning decision trees). [LGPL]
CHILL: Constructive Heuristics Induction for Language Learning
 A general approach to the problem of inducing natural language parsers. It uses an annotated corpus, and produces a parser by using ILP for inducing the rules that control the actions of a shiftreduce parser. [Free]
CMU Artificial Intelligence Repository
 The Carnegie Mellon University School of Computer Science select list of a few very good machine learning systems. A list of 4 FTP repository links is also listed for exploring. [GPL]
Debellor
 Java framework for scalable machine learning and data mining. Processing of massive data made possible through data streaming. [GPL]
Designing And Implementing A Neural Network Library For Handwriting Detection, Image Analysis etc.
 A concise explanation of backward propagation neural networks for handwriting analysis. Beginning functions are given for its 'Brain Net' library in VB.Net. [LGPL]
Experiencebased Language Acquisition
 Computational model of human language acquisition written in Java; currently acquires a protolanguage of nouns and verbs language based on visual perception. [BSD]
Extreme Learning Machine
 generalized Singlehidden Layer Feed forward Networks (SLFNs) and how to build them. Since work as universal approximators with adjustable hidden parameters, all parameters of ELMs can be analytically determined instead of being tuned. Written in Matlab. [GPL]
FastMix
 Generates Gaussian mixture models for large datasets using efficient KDclustering algorithms. [Free]
Fuzzy machine learning framework
 Fuzzy machine learning framework is a library of ADA packages and a GUI frontend based on graphschemes, intuitionistic fuzzy sets and the possibility theory. Sources can be used on any platform where an Ada 2005 compiler is available. [GPL]
GAlib: Matthew's Genetic Algorithms Library
 A toolset of genetic algorithm objects for C++ to perform optimization. Uses any representation and genetic operators. The documentation contains implementation and examples. Nice screenshots. PVM for distributed, parallel implementations. Includes graphic examples that use the Athena, Motif widget sets, or MFC. [BSD]
General Hidden Markov Model Library
 Hidden Markov Models software library from the Center of Applied Informatics, Cologne. Includes algorithms such as Viterbi, BaumWelch, and ForwardBackward. [GPL]
Genetic Algorithm Projects at SourceForge.net
 A large collection of algorithm projects with complete sourcecode. [GPL]
GMDH Shell: Forecasting Software
 Provides GMDHbased machine learning technology for classification, continuous value prediction and time series forecasting. The software uses multicore processors and HPC Linux clusters. [Commercial]
Graclus: Efficient Graph Clustering Software
 A fast graph clustering software that computes normalized cut and ratio association for a given undirected graph without any eigenvector computation.
Grok
 Software that provides a high level of automation in analyzing streaming data, the ability to learn continuously from data, and the ability to drive action from the output of Grok's data models.
HMM: Pattern search and discovery
 A collection of tools for creating and using HMMs for biological sequences. [AFL]
HMMER: Biosequence Analysis
 A tool used to build HMMs from multiple alignments and calculate escores. [GPL]
Intelligent Software Agent Projects at Sourceforge.net
 A large collection of Intelligent Agent projects complete with sourcecode. [GPL]
ITI: Incremental Tree Inducer
 An algorithm that incrementally constructs decision trees from labeled examples. [AFL]
JMLR Machine Learning Open Source Software
 Many algorithms, toolboxes and full languages are available for scientific computing. Abstracts, PDF, and source code is available. [GPL]
JProGraM  PRObabilistic GRAphical Models in Java
 JProGraM is a machine learning library which supports learning and inference algorithms for Bayesian networks, Markov random fields, hybrid random fields, probabilistic decision trees, dependency networks, and Parzen windows. [GPL]
KEEL: Knowledge Extraction based on Evolutionary Learning
 The aim of this project is to develop a Computational Environment for integrating the design and use of knowledge extraction models from data using evolutionary algorithms. Genetic learning may also be applied to the model. [GPL]
The Leibniz Software System
 A formal system for constructing artificial intelligent software agents from the book, 'Design of Logicbased Intelligent Systems' covering such topics as production rules, neural nets, support vector machines, fuzzy logic, and Bayesian networks. License is given through purchase of the book alone. [COMM]
Lemga: Learning Models and Generic Algorithms
 A library of classes for optimizing (training) the generic models. Written in C++. Permission for use is required outside of classroom. [GPL]
libbpfl  A Bayesian Probability Filtering Library
 A general purpose library for Bayesian filtering written in C++. [LGPL]
LibML
 A machine learning library. New implementations of various machine learning algorithms. [GPL]
LingPipe: Natural Language Processor (NLP)
 A suite of Java libraries for the linguistic analysis of human language which can link entity mentions to database entries, uncover relations, cluster documents, and discover significant trends. [GPL]
The Lisa Project
 A production rule based system implemented in a Common Lisp Object System (CLOS) for the development of Lisp based intelligent software agents. [LGPL]
Machine Learning (Theory)
 A collaborative machine learning weblog by John Langford.
Machine Learning and Data Mining Software
 Index of software links for computer learning software. Scroll down. [FREE]
Machine Learning and Dragons  a Game
 A game programmed using evolutionary algorithmbased methodology allowing the game to learn by the player's decisions. There is also a method to use the alternative reinforcement learning decision tree to be used as well. Sourcecode is available for download. Python and Pygame are machine requirements. [GPL]
Machine Learning and Inference Laboratory
 Downloadable group of programs comprising the EMERALD machine learning system, (Experimental Machine Examplebased Reasoning and Learning Disciple) integrates five modules (e.g. or 'robots'), each displaying a capability for machine learning, visualization, and interence. [LGPL]
Machine Learning Research Software in LISP
 FTP repository of common list algorithms and datasets for research. [GPL]
Machine Learning Software Collection of Peter Clark
 Various software packages from the staff and alumni of The University of Texas at Austin which include inductions, a partial lazy evaluation, and a derivative of the Theo system. [GPL]
Machine Learning Software Packages
 Various classes, packages, macros and other software systems related to machine learning. [GPL]
Machine Learning Weblog by Chris Donnan
 Many machine learning concepts and methods are discussed here including swarm intelligence, data mining, fuzzy logic and various others. [FREE],[GPL]
MALLET: Advanced Machine Learning for Language
 An integrated collection of Java code useful for statistical natural language processing, document classification, clustering, information extraction, and other machine learning applications to text. [GPL]
Markov TheBeast
 A Markov Logic Interpreter that focuses on efficient MAP inference and Online Learning featuring MAP inference using Cutting Planes combined with MaxWalkSat programming, parametrized weights, a shell interpreter, and cardinality constraints. [GPL]
Matt Gerber's Predictive Technology Software Laboratory at the University of Virginia
 Statistical servers LibLinear and SVMlight, two fast loading models for supervised classification. Also MetaPixel GUI, a front end for MetaPixel using Mono/C#. [GPL]
Maximum Entropy Modeling Toolkit
 A library of tools for constructing maximum entropy (maxent) model in either python or C++. Some program features are LBFGS and GIS parameter estimation, and gaussian prior smoothing. [GPL]
MEME/MAST: Motif Discovery and Search
 A software package to discover motifs (highly conserved regions) in groups of related DNA or protein sequences and, search sequence databases using motifs. [Commercial]
MetaMEME: Motifbased Hidden markov Modeling of Biological Sequences
 Software toolkit for building and using motifbased hidden Markov models of DNA and proteins. There is an online interactive version. Source written in C. [GPL]
Milepost GCC Compiler
 A program compiler with builtin machine learning to find the most efficient compilation possible based upon the processor the program is run on. A collective optimization database, predictor webservice, and frameworks are available in order to make suggestions and further streamline the efficiency quotient of the user. This is the open source compiler that IBM has created press releases on using. [GPL]
MIX: Software for Mixture Distributions
 Software for learning mixture distributions. Examples and two case studies are included. [Commercial]
mloss : Machine Language Open Source Software
 A community effort listing of reproducible research via open source software, open access to data and results, and open standards for interchange. [FREE]
MLPY Machine Learning
 A high performance Python package for predictive modeling. Fast Ndimentional array manipulation is performed via numpy using C code. New features include: OLS, Ridge Regression, Kernel Redge Regression, LASSO, LARS, Gradient descent for Regression, and KMeans. [GPL]
MPBoost++
 C++ implementation of AdaBoost.MH and MPBoost machine learning algorithms for multilabel classification.
mPOEMS in JAVA
 A generic framework for the evolutionary search algorithm mPOEMS. It was designed to solve optimisation problems, with an unrestricted number of objectives. This site provides all sources and some exemplary implementations, e.g. of the nhard knapsack problem. [AFL]
NEITHER: A Propositional Theory Refinement
 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]
Neural Networks Prediction Software
 Innovative neural networks stock prediction webbased software. Free trial. [Commercial]
New Scientific Brainstorming Software for Inventors  Windows, Mac and Linux
 A software developed to help your team brainstorm. Words are replaced programmatically in user's idea sentence with new words from program categories perhaps creating ideas not formerly thought of. Includes word categories. [Commercial]
Nieme: Classification, Regression, Ranking and Reinforcement Learning
 A machine learning library for classification, regression, ranking and reinforcement learning. It implements several wellknown algorithms and is specially designed for largescale applications. [GPL]
Nonparametric Classification with Polynomial MPMC Cascades
 Scalable nonparametric classification with Polynomial MPMC Cascades for use in Matlab. [GPL]
NSP: Ngram Statistics Package
 Software for counting and analyzing word ngrams in text. This package provides standard tests of association for identifying word ngrams in large corpora and allows users to implement other tests with minimal scripting knowledge. Written in Perl. [GPL]
An Object Oriented (OOP) Framework for Neural Networks in C#
 A handy basic Class and back progagator to create the framework for AI Neural Networks. [GPL]
Open Source Computer Vision Library
 Open source computer learning system making use of the Bayesian inferencing engine. [GPL]
OpenCyc
 Open source version of the Cyc technology, the world's largest and most complete general knowledge base and commonsense reasoning engine. Can be used as the basis of a wide variety of intelligent applications including; rapid development of an ontology in a vertical area, email prioritizing, routing, summarization, and annotating, expert systems, game engine development. [GPL]
ORANGE: Interactive Machine Learning Data Mining components
 A component based framework for data input/output, preprocessing, predictive modelling, ensemble methods, and modelling validation. [GPL]
Pattern Matching Pointers
 Using algorithms to address issues of searching and matching strings and more complicated patterns such as trees, regular expressions, graphs, point sets, and arrays. [GPL]
PRAPI: Pattern Recognition Application Programmer's Interface
 A library for many pattern recognition tasks. The main focus of this package is on image analysis but utilizes a general architecture and XMLbased data interchange format. Written in C++ [GPL]
PRODIGY: An Architecture for Planning and Learning
 A system of research planning and learning utilizing explanationbased learning, partial evaluation, experimentation, graphical knowledge acquisition, automatic abstraction, mixedinitiative planning, and casebased reasoning. [Free]
QSMM State Machine Model
 A Boltzmann machine based framework for development of nondeterministic intelligent state models. [GPL]
Rapid Miner
 The Rapid Miner toolset is an environment for machine learning through use of nested operators. Multiple experiments can be arbitrarily nested together through use of a graphical XML based user interface. (Formerly YALE) [GPL]
Scalable Machine Learning for Massive Datasets: Fast Summation Algoritms
 Several algoritms with papers on Fast kernel density estimation, Improved Fast Gauss Transformation, and Fast ranking. Some unpublished papers are also included. [GPL]
SelfTaught: Software That Learns By Doing
 Short article on selfmodifying software touching on cotraining, partialprogramming, and genetic programming (GP) methods of problem solving. [FREE]
SenseClusters
 Programs to cluster similar contexts together using unsupervised knowledgelean methods for word sense discrimination, email categorization, and name discrimination. Written in Perl. [GNU]
shogun
 A generic SVN object interface with many implementations including OCAS, Liblinear, LibSVM, SVMLight, SVMLin, and GPDT. Each SVN provides implementations of the most common kernals such as Linear, Ploynomial, Gaussian, and Sigmond Kernel. Implemented in C++ and interfaces to Matlab, R, Octave and Python. [GPL]
SMILE (Structural Modeling, Inference, and Learning Engine) with GeNIe
 SMILE (Structural Modeling, Inference, and Learning Engine) is a fully portable library of C++ classes implementing graphical decisiontheoretic methods, such as Bayesian networks and influence diagrams, directly amenable to inclusion in intelligent systems. Its Windows user interface, GeNIe is a versatile and userfriendly development environment for graphical decisiontheoretic models. Both modules, developed at the Decision Systems Laboratory, University of Pittsburgh. Registration is required for download. [GPL]
SNoW: Sparse Network of Winnows
 A learning architecture specifically tailored for learning in very highdimensional feature spaces. The current release uses sparse variations of Winnow, Perceptron, and Naive Bayes. [AFL]
Software Learning Projects at NASA
 A resource for open source software at NASA
Software Packages for Graphical Models/Bayesian Networks
 Tools for modeling graphs and Bayesian networks. Scroll down. [AFL], [Commercial]
Sorting Algorithms for Machine Learning
 Various sorting algorithms including insertion, quick, merge, heap, Dutch National Flag, and radix with online demos. [Free]
Spider: General Purpose Machine Learning Toolbox in Matlab
 An object orientated environment for machine learning in Matlab. Algorithms can be plugged together and can be compared with (e.g. model selection, statistical tests and visual plots). Algorithms may be downloaded separately. [GPL]
SUBDUE: Graph Based Knowledge Discovery
 A program which discovers interesting and repetitive subgraphs in labeled graph representations using the minimum description length principle. Includes applications to molecular biology. [Free]
TIMBL: Tilburg Memory Based Learner
 A program implementing several memorybased learning techniques. These learners store representation of the training set explicitly, and classifies new cases by extrapolation from the most similar stored cases. [AFL]
Titan: Distributed Graph Database
 A Highly Scalable, Distributed Open Source Storage Database providing index free adjacency. [AL]
The Torch Machine Learning Library
 This package forms a complete gradient descent machine learning library. Modules support vector machines in classification and regression, ensemble models such as bagging or adaboost, nonparametric models such as Knearest neighbors, Parzen regression, and Parzen density estimation. Includes speech recognition tools. Written in C++ [BSD]
Tree Visualizer
 Software which allows one to navigate (fly) through the data tree, zoom in on interesting nodes, click on bars to get counts, and mark interesting places in the tree. Includes datasets for automobiles, voting, produce, and medical research. Uses LEDA, ([AFL] licensed only). [GPL]
UCI Machine Learning
 A repository of databases, domain theories and data generators that are used by the machine learning community for the empirical analysis of machine learning algorithms at the University of California at Irvine. [Free]
UMDHMM and other statistical programs
 This tool implements Hidden Markov Models and application to partofspeech tagging. Also available; a multivariate hypothesis testing software for gaussian data, and a groundtruth/metadata editing and visualizing toolkit for OCR. [GPL]
VIBES: Variational Inference for Bayesian Networks
 A software package which allows variancemodeled posterior inference to be performed automatically on a Bayesian network. [GPL]
Weka 3: Data Mining Software
 A collection of tools that implement decision trees and tables, rule learners, Naive Bayes, support vector machines, voted perceptrons, multilayer perceptron. Meta schemes include bagging, stacking, and boosting. Written in Java. [GPL]
What If: Webbased Scientific Discovery
 An algorithm engine which will calculate everything from symmetry, torsion angles, polar fraction through protein analysis and bond angles. Online version only. [Free]
WinMine Toolkit
 A set of tools for Windows 2000/NT/XP that allow you to build statistical models from data. [Free]
Zinnia
 Small portable online hand recognition system based on Support Vector Machines. Provides a relatively small machine model running at 50100 char per second recognition speed. [BSD]
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Last update: July 23, 2014 at 6:15:09 UTC 
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