On-line demos (demonstracje w sieci):

Artificial Neural Networks Lab: Java applets and GIF- animation Many nice demonstrations: SVM, boosting, trees
DemoGNG, competitive learning (Loos, Fritzke)
Demonstracje algorytmów genetycznych i sieci neuronowych w Javie
EUDAPTICS - SOMine
Java Applets for Neural Network and Artificial Life
RBF demo (Hong, MIT)
Virtual Minds Java demo
WebSim Java demo: neural, optimization, plots (Boston U.)
WEBSOM - A novel SOM-based approach to free-text mining

Lists of links:

Gepetto - lista z Amsterdamu
Matlab CI software, Kevin Murphy.
ML-Net Software links
Neural/AI Software - świetna lista z Aston University (from Aston)
NN simulation tools - Franz Kurfess, Uni. Ulm, z opisami ponad 50 programów
Free & Shareware Simulators - około 100 programów, PNL Computational Intelligence list
Free & Shareware Simulators - ponad 40 programów, PNL Neural Networks list
Neural Software - lista z Bristolu, 22 pozycje
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 (duże symulatory):

Stuttgart Neural Network Simulator (SNNS), kopia w Polsce Java Neural Network Simulator, JNNS (kontynuacja SNNS)
LNKnet, MIT, neural, statistical, machine leanring and feature selection.
LENS, light, efficient network simulator
SciViews open source, data acquisition, space-time series, image analysis etc.
R-project, statistical computing.

Other software packages (inne symulatory):
DDlab, discrete dynamics networks
Dynamics - program i tutorial |
DIBA, with interesting visualization.
ffnet, regularization, SA and other interesting things.
JavaSOM
Joone, Java free NN engine
LENS, with good visualization.
LVQ and SOM-PACK, Helsinki | SOM Toolbox in Matlab, Helsinki |
LVQ visualization, Magdeburg |
Quantum clustering, D. Horn |
SOM and LISSOM, with some programs for NLP, from UTCS Tx |
SimBrain, NN+MDS.
Netlab (Bishop, Nabney) - programy w Matlabie do sieci neuronowych i modeli Bayesowskich, kopia w Toruniu
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)

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, program NN/GA firmy Arkus (Wrocław), komercyjny, 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 - długa lista, wszystkie metody
KDnets Software - długa lista, wszystkie metody
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 w C++, gotowe kawałki ale całość trudna w użyciu (Silicon Graphics)
MLC++, Color GLDs
Machine Learning Project,WEKA, Waikato, NZ, wiele modeli | WEKA Metalearning
ML archive - University of Portsmouth AI Group
Neural/AI Software (from Aston)
Torch ML Library w C++, darmo
YALE, Yet Another Learning Environment, in Java

ID3 Code z przykładami, drzewo decyzji
NETLAB Bayesian Neural Networks (Bishop, Nabney), kopia w Toruniu
RIPPER rule induction
Soar (Newell, Simon, others) - expert system with some learning capabilities
Statistical Pattern Recognition Lib (from TU Delft)
TANAGRA, includes visualizaiton, clustering, association, supervised leanring
TiMBL, Memory-Based Learning techniques
Forte (First Order Revision of Theories from Examples) machine learning system

Rough sets (zbiory przybliżone):

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.

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 |
Automated Reasoning, troubleshooting support
dmt - automatyczna identyfikacja
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, komercyjny
SprLib and ANNLib, from Delft Technical University Pattern Recognition Group
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
lista z DM Review (patrz pod 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 | 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

Test psychometryczny |

Netlib - numerical software
Statlib - statistical software
Darren guide to statistical resources, software
Free statistical software packages
Guide to mathematical software (NIST, doskonały przewodnik)
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)
Demonstracje algorytmów genetycznych i sieci neuronowych w Javie
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)
SVM On-line demonstration
SVM-Light, SVM software for regresion and classification

DTREG generates SVM, decision tree and logistic regression models (commercial, demo available)

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
Multi-dimensional Clustering and Outlier Detection

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)

Graphics and data analysis software
Collection of MDS-like programs | Taguchi MDS programs collection
MDS, multidimensional scaling | MDS Alscal | New MDSX, multidimensional scaling | Permap MDS | ALSCAL - old MDS Program
Visual insights, methods and software for e-Business.
On-line Library of Information Visualization Environments.
Information Visualization, T. Cribbin.
HiSee progject, Scott Hotton and Jeff Yoshimi.
Levenstein Software
Locally Linear Embedding
MaxdView, bioinfo data Principal curves page
Proximity visualization, W. Basalaj, interesting thesis

More visualization algorithms

LEDA, Library of Efficient Data types and Algorithms zawiera intersujące programy przydatne w ML
Benchin Software Reviews - also for statistical/ AI/ neural software
Jadex BDI Agents Java software
Software in Mental Health
Intel OpenML library (Bayesian methods) | Intel OpenML library (Bayesian methods) | Intel Open Source Computer Vision

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 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.
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 optimization software:

GA Archive

HMM:

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

ICA, Independent Component Analysis:

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

Text Processing, retrieval, clusterization, classification:

NLP Tools lsit
Bow Toolkit, C code

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 - słownik

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 - przewidywania giełdowe, klasyfikacja obrazów i inne
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 dla ekonomistów - 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 | kopia w Toruniu (nieoficjalna) | UCI KDD Archive | use http://ftp.ics.uci.edu/pub/machine-learning-databases/ instead of ftp!
CMU Artificial Intelligence Repository
CMU Machine Learning Repository
Bob Duin links to data
Data hub (links to many data types)
UCLA data and their cases studies

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

KEDRI, gene expressions (large zip file!)

Dane ekonometryczne (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)
LLIAC datasets (Portugal)
SCDS - create your own syntethic data
SIMBAD astronomical database

Images:
Cytopathology

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