On-line demos:

Artificial Neural Networks Lab: Java applets and GIF-animation Many nice demonstrations: SVM, boosting, trees
DemoGNG, competitive learning (Loos, Fritzke)
Java demos of genetic and NN programs
Neural tutorial with Java applets
Java Applets for Neural Network and Artificial Life
RBF demo (Hong, MIT)
Virtual Minds Java demo
WebSim Java demo: neural, optimization, plots (Boston U.)

Lists of links:

Model and Mine, list of DM packages
Gepetto - from Amsterdam
Gaussian Processes, list of packages

Matlab CI software, Kevin Murphy.
ML-Net Software links
Neural/AI Software - great list from Aston University
NN simulation tools - Franz Kurfess, Uni. Ulm, over 50 programs
Free & Shareware Simulators - about 100 programs, PNL Computational Intelligence list
Free & Shareware Simulators - over 40 programs, PNL Neural Networks list
Mathtools, many programs.
Neural Software - from Bristol, over 20 programs
Neural Networks and Fuzzy Systems, including Association Rule Induction, Regression, Trees, Bayes Classifier, Graphical Models, Network Training, Probabilistic and Fuzzy Clustering, Convex Hull Construction
Sciview list

Large software packages:

GASP, Globally Accessible Statistical Procedures. Java Neural Network Simulator, JNNS (new version of SNNS)
KNIME, includes Weka and R-scripts.
LNKnet, MIT, neural, statistical, machine leanring and feature selection.
LENS, light, efficient network simulator
Orange, from Slovenia, component-based data mining software, includes SOM, MDS and other visualizations, 2006; some additional modules.
Pajek, from Slovenia |
in introduction to Pajek |
R-project, statistical computing.
SciViews open source, data acquisition, space-time series, image analysis etc.
Stuttgart Neural Network Simulator (SNNS), copy in Poland
WEKA, Machine Learning Project, many models | WEKA Metalearning
YALE, Yet Another Learning Environment, in Java, includes Weka models

General software packages:
Matlab clones page: Scilab | Rlab | Octave and others.

SOM software:
EUDAPTICS - SOMine (demo)
ESO, Emergent SOM, Databionic tool.
WEBSOM for free-text browsing
JavaSOM
LVQ and SOM-PACK, HUT | SOM Toolbox in Matlab, Helsinki
SOM and LISSOM, with some programs for NLP, from UTCS Tx |

Other software packages:
DDlab, discrete dynamics networks
Dynamics - program i tutorial |
DIBA, with interesting visualization.
ffnet, regularization, SA and other interesting things.
Joone, Java free NN engine
LENS, with good visualization.
LVQ visualization, Magdeburg |
Quantum clustering, D. Horn |
SimBrain, NN+MDS.
Another SimBrain, with integrate/fire neurons.
Spider, Matlab object-oriented machine learning.
Netlab (Bishop, Nabney) - programs in Matlab for NN and Bayes nets, copy in Torun
Neural Networks at your Fingertips, program sources, K. Kutza.
Neuralogic Windows: Ultra High Performance NN (PC, Cray)
NODELIB, Neural Optimization Development Engine library (PC, Cray)
PDP ++ 2003, new version from the PDP book of Rumelhart and McClelland

Mantra - Neural Java, spiking neuron and other models (Gerstner)

Semeion software, many types of networks from Italy

SNARLI, Java, by Simon D. Levy

Commercial, demos only:

GhostMiner Software
GTech, brain signals in Matlab

Gensym Corporation, intelligent operations management, neural & AI software
FuzzyTech, fuzzy and neurofuzzy

IFS Limited, Amber i Onyx neuroforcasting
Orka, NN/GA software Arkus (Wroclaw), demo
NeuroSolutions Evaluation Edition
NeuroShell Easy and Gene Hunter demos, Ward Systems Group
Saxon, NN+MDS.
Universal Problem Solvers, Inc. (Transdimensional Learning, MPIL)
Neural Connection - SPSS
Vitalnet System for Analyzing Health Data
Z-solutions

Neuroscience simulation software
GENESIS Simulator, biological neurons
EEGLAB, signal processing in Matlab , EEG, MEG and other electrophysiological signals.
NEST initiative

AI Planning Systems (Maryland)
KDnuggets Siftware - long list
KDnets Software - long list
CMU Software in ML list
Cagliari University list
Tom Mitchell, NN + Bayes + Decision Tree software

CBA, Classification and Association Rules, NUS Singapore
Domrule, logical rules, Lin Min Fu
Emerald, AG and other ML software, Michalski's GMU lab
Machine Learning Library in C++, a bit hard to use (Silicon Graphics)
MLC++, Color GLDs
ML archive - University of Portsmouth AI Group
Neural/AI Software (from Aston)
Torch ML Library in C++, free
Tools for learning CI, for AI course;

ID3 Code with examples, decsion tree
NETLAB Bayesian Neural Networks (Bishop, Nabney), copy in Torun
N-body methods, fast O(N) learning;
RIPPER rule induction
Soar (Newell, Simon, others) - expert system with some learning capabilities
Statistical Pattern Recognition Lib (from TU Delft)
TANAGRA, includes visualization, clustering, association, supervised learning.
TiMBL, Memory-Based Learning techniques
Forte (First Order Revision of Theories from Examples) machine learning system

Rough sets:

GROBIAN project - user-friendly rough set software
Reduct & Lobbe Technologies (rough sets, Canada)
Rosetta (rough sets)
Rough Enough (Torvill Bjorvand)
ROSE Rough Set Software, II-PP
Rough Set software (Uni. Regina)
Rough Set systems, Inc.
Rough Set Exploration System (RSES)

CBR, Case-Based:

CBR Software List
CBR Software, Haley Enterprise

Varia:

C5.0, See5 & Cubist (Ross Quinlan, Rulequest Research) | C4.5 software and tutorial |
YaDT, fast tree and C4.5 improvements EC4.5 |
Occam tree from Visionary Tools |
Automated Reasoning, troubleshooting support
dmt - automatic identification
Genetic Algorithms Digest
Partek Data Analysis & Modeling Software: PR, NN, Data Mining, demo
Machine Learning for Cancer Diagnosis and Prognosis
AI Medical Systems in Routine Use
NeuroSoft SynthTalk, Gam, Regulus

Ahlea Systems Corp: Pattern Recognition in Matlab, Software Patches, commercial
SprLib and ANNLib, from Delft Technical University Pattern Recognition Group
PRTools - Pattern Recognition Tools (Heijden, Duin, de Ridder, Tax)
Statistical Pattern Recognition Toolbox
TOOLDIAG pattern recognition toolbox

Data mining

Data Mining Software List
Data Mining Software Vendors
Cognitive Processor - Molly Group support management software, data mining
Free and Commercial Data Mining Software
DM Review list (see Software Demos)

DM Maximizer, DMM demo | DMS on-line serwer, Inductive Learning by Logic Minimization (ILLM) | Galvano software, French group, many programs, with DM tutorial | GhostMiner Software | Statconsulting PL | IBM Quest (free) | Info-Fuzzy Network (IFN) (free) | Megaputer PolyAnalyst, TextAnalyst, WebAnalyst | Mine It Easyminer |
SAS Enterprise Miner | SGI MineSet | Xpert Rule Miner (Attar Software) | XELOPES library, embedded DM |

Business Miner (BusinessObjects) |

Molecular Mining (bioinformatics software GeneLinker)
Dragon Genome Explorer

Psychometric test |

Netlib - numerical software
Statlib - statistical software
Darren guide to statistical resources, software
Free statistical software packages
Guide to mathematical software (NIST, excellent)
Sources of Math Software (NIST)
Statistical and Computational Software (RFE list)
Statistics.com tools, software, data
Exact randomisation statistics software list

Anderson Hospital, biostatistics programs
Statistical Analysis and Graphics, Java Applets
Web Pages that Perform Statistical Calculations! also many free statistical packages. Mathematical Programming in Machine Learning (Wisconsin)
GMM and MINZ packages in Matlab, spectral density, probit, logit (Mike Cliff)
Demo of genetic and NN algorithms in Java
Provalis Research: MultiVariate Statistical + inne programy statystyczne.
Statistical Software Components from Boston College Department of Economics
Ordination software (for ecologist)

Scientific software, Word2Tex etc (useful)

Free software:

SVM and kernel methods
BSVM, SVM solved by another method
LIBSVM, SVM for large classification and regression
LSSVMlab, least squares SVM, Matlab toolbox + tutorials
GiniSVM, SVM for regression
GIST, SVM and kernel PCA (Unix only)
List from Kernel-machines.org
Kernel methods in Matlab (John Shawe-Taylor & Nello Cristianini)
P-SVM software
SVM On-line demonstration
SVM-Light, SVM software for regresion and classification

DTREG: SVM, decision tree + logistic regression (commercial, demo available)
BMR: Bayesian Multinomial Regression Software

Clustering
COMPACT - Comparative Package for Clustering Assessment, D. Horn
CLUSION, Cluster Analysis and Cluster Ensemble Software
Dendrograms data clustering
Fuzzy Clustering
G-means, C++ program
Joining clustering algorithms, dendrograms and other
MIXMOD (MIXture MODelling), fits mixture models
Multi-dimensional Clustering and Outlier Detection

PermutMatrix, seriation analysis.
Quantum clustering, D. Horn | Software for Automatic Clustering
SP-means, C++ program

Commercial Statistical Software:

Parallel Performance Group, Inc., High-Technology Commercial Software
CART | MARS | GMAX-DM, genetic system (Salford Systems)
Data Desk (Majih)
AccuROC for Windows | GraphROC for Windows
Minitab (Minitab Inc)
Predictive Data Mining, Weiss S, Indurkhya, book and software
Simstat for Windows StatSoft Polska Sp. z o.o. - STATISTICA
StatSol, missing data, statistical software
Stata statistical software
Statgraphics (Manugistics Inc), STATG-PL
CSS STATISTICA (StatSoft Inc.)
SPSS (SPSS Inc.), pakiet Systat
SAS Institute - DSS, data mining
S-Plus (Mathsoft)
StatXact, LogXact (Cytel)

IVS - Information Visualization Software Repository, many intersting algorithms:
Graphics and data analysis software
Long list of packages from UBC
Collection of MDS-like programs | Taguchi MDS programs collection
HiT-MDS, fast MDS |
MDS, multidimensional scaling | MDS Alscal | HiT-MDS, using correlation coefficient | New MDSX, multidimensional scaling | Permap MDS | ALSCAL - old MDS Program several MDS packages, from Granular.com
HMDS: Hyperbolic Multidimensional Scaling | HMDS project | HMDS paper (2004) |

Visual insights, methods and software for e-Business.
On-line Library of Information Visualization Environments.
Information Visualization, T. Cribbin.
HiSee project, Scott Hotton and Jeff Yoshimi.
Facet Analysis, Smallest Space Analysis, Multidimensional Scalogram Analysis, Partial Order Scalogram Analysis
Levenstein Software
Locally Linear Embedding
MaxdView, bioinfo data
MANIfold learning, Matlab for ISOMAP, LLE, Hessian LLE, Laplacian, and LTSA.
Orange, from Slovenia, includes parallel coordinates, multigrams, SOM, MDS ... Principal curves page | Local principal curves in R
Proximity visualization, W. Basalaj, interesting thesis

More visualization algorithms

LEDA, Library of Efficient Data types and Algorithms
Benchin Software Reviews - also for statistical/ AI/ neural software
Jadex BDI Agents Java software
Software in Mental Health
Intel probabilistic network library | Audio-Visual Speech Recognition | Intel Open Source Computer Vision
Visumap - Relational Perspective Maps (free trial)

Psychometric programs:

MMPI/MMPI-2 Adult Interpretive Report | Psychological Assessment Resources | Psychological Science net |

Optimization:

INFORMS OR/MS Resource Collection.
ASA, Ingber Lester - Adaptive Simmulated Annealing code
Global Optimization: Software, Events, Publications, Home Pages
Merlin - multidimensional optimization
NEOS Guide: Optimization Software
Multisimplex methods, demo.
Simulated Annealing info i software.

Belief (Bayesian) networks:

Belief Network Power Constructor
Bayesian Knowledge Discovery
Bayesia Lab, Bayesia.
Bayesian Network Repository
Bayes net Matlab toolbox (K. Murphy)
Bayesware Ltd Discoverer
Belief Network (BN) PowerConstructor
Decision Analysis Software
GeNIe and SMILE- building graphical decision-theoretic models, Bayesian networks, influence diagrams, and structural equation models.
Netica, "the world's most widely used Bayesian network development software".
Rectified Gaussian Belief Networks (MIT), Matlab Program
Software for Manipulating Belief Networks (> 10 packages) and for Learning Belief Networks from Data
Bayes Belief Networks + HMM + MDP + Kalman filter, Kevin Murphy.

Genetic/evolutionary optimization software:

GA Archive
NeuCom - A Neuro-computing Decision Support Enviroment (KEDRI)
Jerzy Korczak, Strassbourg group, several packages.

HMM:

HMMER - hidden Markov models of DNA and protein consensus
HMM + MDP, Kevin Murphy.

ICA, Independent Component Analysis + variants

Blind Source Separation Using Temporal Predictability, Matlab code
Several ICA algorithms, Matlab code (DK)
ICA Lab, Matlab code, RIKEN
Tree-Dependent CA, Matlab code

Text Processing, retrieval, clusterization, classification:

NLP Tools list
list of NLP software from Uni. Mass..
Bow and Rainbow Toolkit, with C source code.
Mallet project, in Java
Natural Language Toolkit, Python libraries
Stanford Java NLP
OpenNLP, center for NLP open source projects, including MaxEnt.
LingPipe, Java NLP tools, with MedLine support.

Psychology and cognitive science software:

Cognitive & Psychology Software
CTI Psychology: Software
Computers in Mental Health
Software Archives in Psychology
Software for visual psychophysics
Tlearn - Kim Plunkett and Jeff Elman | Walnut - CALM, Hopfield, other | Rethinking Innateness: A Connectionist Perspective on Development

Linguistics:

Natural Language Software Registry
Neural Translator (EN-PL)

Speech-related tools:

CSLU Speech Tools, Spectrogram
Speech Toys
Speech corpora: CSLU Corpora | Linguistic Data Consortium | Machine Readable Spoken English Corpus

Financial and econometric software:

Attrasoft Neural Network Applications - stock predictions, image classfication etc
CodEc - Programs for Economics and Econometrics
ELSA, Econometrics Laboratory Software Archive (Berkeley)
LBS Model Building Software
Lista z NUMA
Reg-X, freeware (Stephen Hall, LBS)
Software from CTI Centre Economics
SORITEC, power tools for econometric and statistical analysis
Winsolve - package for solving nonlinear macroeconomic models

Expert Systems and AI Software:

free POPLOG, POP11, LISP, Prolog and ML.
AITECH (Katowice)

Lists of data sources:

CBMR list of data sources - great list from WWW Virtual Library
GMD Repository and their
ML-Net Data links
Neural Networks Databases (UCI, CMU and other)
RISE - Repository of online Information Sources used in information Extraction tasks

Data:

UCI Machine Learning Repository | unofficial copy in Torun | UCI KDD Archive | use http://ftp.ics.uci.edu/pub/machine-learning-databases/ instead of ftp!
CMU Artificial Intelligence Repository
CMU Machine Learning Repository
DASL. The Data and (Statistical) Story Library
Bob Duin links to data
Data hub (links to many data types)
UCLA data and their cases studies
List of benchmark data from Czestochowa

Bioinformatics data
Bacterial Genomes Functional Annotation Benchmark Dataset
Biologia molekularna (molecular biology)
Kent Ridge bioinformatics | Kent Ridge ML bioinformatics |
Expected Fold-Protein classes (DEF)
UPITT Cancer Gene Expression Data (Pittsburg)
Data and systematic comparison of results (Leuven)
Stanford Microarray Database

KEDRI, gene expressions (large zip file!)
Bladder Cancer Microarray data (Leuven)

Econometric data (ELSA, Berkeley) | FinWeb Databases | Financial Data Finder | Global Financial Data | Investment data collection (FTP) |
Climate Modeling data
Census database, USA
DASL, The Data and Story Library (StatLib)
DELVE - Data for Evaluating Learning in Valid Experiments
Dr. B's Wide World of Web Data
International Association for Statistical Computing | datasets from IASC | few links to IASC databases
IEEE Neural Networks Council Standards Committee, Working Group on Data Modeling Benchmarks
National Space Science Data Center, NASA datasets)
Statistical Reference Datasets (NIST)
StatLog datasets (Portugal) Statlib, software and over 100 datasets

LLIAC datasets (Portugal)
SCDS - create your own syntethic data
SIMBAD astronomical database
Semi-supervised learning benchmarks

Images:
Cytopathology

NIPS 2000 competition data
Algoval - a system for evaluating algorithms on datasets.
The Robotics Data Set Repository

Last modification 4.1.2007, by Wlodzislaw Duch