The below lists various Software and Tools on Artificial Intelligence and Machine Learning. Both open source and commercial software is given in separate sections.
Software & Tools
The below gives a list of software and tools grouped by open source or commercial and then by language.
Open Source Simulation Software and Tools
TensorFlow.org TensorFlow™ is an open source software library for numerical computation using data flow graphs by Google
systemml.apache.org IBM’s SystemML Machine Learning – Now Apache SystemML
System ML IBM System ML at GitHub
dmtk.io Microsoft Distributed Machine Learning Toolkit
DMTK Microsoft Distributed Machine Learning Toolkit at GitHub
Amygdala – Open-source software for simulating spiking neural networks, written in C++.
Annie – Open-source neural network library for C++ (Windows and Linux). Support for MLP, RBF and Hopfield networks. Interfaces with Matlab’s Neural Network Toolbox.
Cortex – A back propagation neural network application.
Neural Network Leaves Recognition – A neural network based system to recognize leaves written in Java. A Java-Applet is also available.
FANN at Sourceforge – Neural network library implemented in ANSI C. Creates multilayer feedforward networks with support for both fully connected and sparse connected networks. Supports execution in fixed point, for fast execution
Neuropilot Project – Showcases a java applet demo of a trained neural network piloting a lunar-lander type spacecraft over landscapes of various complexity.
University of Hertfordshire Neural Network Software – Suite of unsupervised competitive learning software written in Java, with full source code.
NNSYSID Toolbox – A set of MATLAB tools for neural network based identification of nonlinear dynamic systems.
FANN – Fast Artificial Neural Network Library in C
libF2N2 – An open source neural network library. Implements feedforward neural network classes in multiple languages including C++ and PHP.
Lightweight Neural Network++ – Free software project. Implements a general feed forward neural network and some training techniques.
Thinknowlogy – The world’s only self-organizing knowledge technology
Artificial Intelligence Recurrent Asymmetric Networks (NARIA) – Open project about simulating human-like intelligence with the help of neural networks.
Neuroph – Java Neural Network Frramework at SourceForge
Neuroph – Java open source neural network framework which can be used to create and train common types of neural networks. Site contains full source code, documentation and project info.
Sigma Knowledge Engineering Environment at SourceForge
Simbrain – A free java-based neural network simulation kit.
OpenAI at SourceForge
DELVE – A standard environment for evaluating the performance of learning methods. Includes a number of datasets and an archive of learning methods.
Xerion – Neural network simulator based on C and Tcl. Made up of C libraries to build networks, and pre-built simulators.
WEKA 3 – Data Mining Software in Java
OpenCyc – Open Source General KnowledgeBase and Commonsense Reasoning Engine
EasyNN – Neural network software for Windows with numeric, text and image functions.
AI Toolkits and SDKs at GameAI
Genesis – A platform for simulating complex neural systems.
Gnod – Experimental AI Self Adapting System
Encog – A Neural Network Framework for C# and Java at Heaton Research
NetMaker – Simulates MLP, RMLP and Cascade-Correlation models with dynamic size adjustment algorithms. Includes various training patterns, error and activation functions.
Joone – Java Object Oriented Neural Engine at jooneworld.com
Neural Network Toolbox for MATLAB – An environment for neural network research, design, and simulation within MATLAB.
NeuroShell Predictor – Forecasting and estimation software based on neural networks. Demo version available.
MeaningTool – Semantic Engine That Learns
Netlab – A library of MATLAB functions for simulating neural network algorithms based on the book Neural Networks for Pattern Recognition by Chris Bishop.
Prediction with neural network – Tutorial that includes Java applet for online experiments with prediction of a function, including training set generation and error observation.
Prediction.io – An open-source machine learning server for developers and data scientists to create predictive engines for production environments, with zero downtime training and deployment.
Tiberius – Neural network for classification and regression problems. Supports ODBC and Excel.
SNNS – Stuttgart Neural Network Simulator (also JNNS)
Pinot – LinkedIn open-sources its Pinot real-time analytics software
GitHub Special: Data Scientists to Follow & Best Tutorials on GitHub
Perkun An experimental AI language. Attempts to maximize the expected value of the payoff function by appropriate choosing the actions (output variables values)
Machine Learning Periodic Table via MLN.io
BrainMaker Neural Network Software at California Scientific
Amzi! provides software and services for knowledge-based application development and deployment.
BLIASoft Knowledge Discovery is an innovating software for data mining and decision-making enabling to model, understand and optimize the most complex processes
NeuroSolutions – Icon-based neural network development software. Supports several types of networks and training algorithms. Trial version is available.
Alyuda NeuroIntelligence – Neural network software and Excel add-ins for forecasting and data analysis. Supports several algorithms. Trial versions are available.
Tradecision – Neural network software for technical analysis and stock market trading. Demo is available.
NeuroXL – MS Excel add-ins based on neural networks. Designed for predicting, classification and financial forecasting.
SkyMind – Skymind is the commercial support arm of the open-source framework Deeplearning4j, bringing the power of deep learning to enterprise on Hadoop and Spark.
Other Software and Tools
Hacker’s guide to Neural Networks by Andrej Karpathy, a PhD student at Stanford studying Machine Learning
Step-by-step instructions for creating an artificial intelligence in any programming language with examples given in Perl that supports Unicode for thinking in any natural human language
Java Applets for Neural Network and Artificial Life from Akio Utsugi
Artificial Intelligence App mobile app that covers 142 topics of Artificial Intelligence in detail. Each topic is around 600 words and is complete with diagrams, equations and other forms of graphical representations along with simple text explaining the concept in detail.
NLP Tools a list of NLP tools for various purposes.
Visualization of pathfinding algorithms at AIGuy.org
Visualization of the Coloring CSP problem at AIGuy.org
Visualization of optimization algorithms at AIGuy.org
BWAPI project for writing Starcraft:Broodwar bots from AIGuy.org at Github
A library and a GUI front-end for machine learning using intuitionistic fuzzy data by Dr. Dmitry Kazakov
Software library for dealing with fuzzy things in Ada by Dr. Dmitry Kazakov
Emdros – Open source text database engine, including query-language, for storage and retrieval of linguistic analyses of text. Documentation, download and project updates.
Caffe – deep learning framework
Torch7 – A SCIENTIFIC COMPUTING FRAMEWORK FOR LUAJIT
Theano – Python library
cuda-convnet – Fast convolutional neural networks in C++
Ccv – A Modern Computer Vision Library
NuPIC – Numenta Platform for Intelligent Computing (Python / C++)
DeepLearning4J – distributed deep-learning library
Wipro HOLMES – Artificial Intelligence Platform is a rich set of cognitive computing services for the development of digital virtual agents, predictive systems, cognitive process automation, visual computing applications, knowledge virtualization, robotics and drones
Languages associated with AI software
There are a number of software languages that are closely associated with AI due to their specific capabilities, these are listed below.
Introduction to Languages
Introduction to various computer languages that can be used for AI & ML simulation
Introduction to Neural Networks for C# Online Book and Online Course
Introduction to Neural Networks for Java Online Book and Online Course
Pascal Costanza’s Highly Opinionated Guide to Lisp
The R Language :
R Project for Statistical Computing – R, also called GNU S, is a strongly functional language and environment to statistically explore data sets, make many graphical displays of data from custom command line, shell has option to save one full environment per working directory. Descriptions, documents, downloads. [Open Source, GPL]
An Introduction to R – Derived from an original set of notes describing the S and S-Plus environments.
RPy – R from Python. Simple, robust, Python interface to R; manage all kinds of R objects and execute arbitrary R functions, including graphics. Converts all R errors to Python exceptions. Use any R module from within Python. [Open Source, GPL]
Comprehensive R Archive Network – Network of FTP and Web servers around the world that store identical, up-to-date, versions of r code, documentation.
Books about R – Sells printed copies of free software manuals, including the official R introduction (tutorial) and both reference manuals. [Network Theory Ltd.]
Server Clinic: R Handy for Crunching Data – Beginner introduction with code samples, further reading. [developerWorks at ibm]
R for Windows FAQ – Answers many questions on installing, packages, customizing, Windows features, building from source.
R-bloggers – A center for R users to find and read bloggers who write about the statistical programming language, R.
The Omega Project for Statistical Computing – Over 30 R packages, libraries, released as part of Omegahat project. Many are bindings to other languages such as Python, Gtk, XML; COM, and SOAP. Most can also be used with S-Plus. [Open Source, BSD-like]
Rseek.org – A custom front-end to Google search engine to assist in finding content related to the R language.
R Books – An extensive list (with brief comments) of R-related books
CRAN Task Views – A directory of links to R packages, sorted by topic, by prominant figures in the R community
Rcpp – A C++ API for R, along with associated classes to allow for the integration of C++ into R code.
The R Journal – An open access, refereed journal of the R project for statistical computing.
Rstudio – A powerful and productive user interface for R. It’s free and open source, and works great on Windows, Mac, and Linux.
Revolution R Enterprise – One of the enterprise versions of R, supporting a variety of big data statistics, predictive modeling and machine learning capabilities.
JGR – Java GUI for R – A universal and platform independent GUI for R. It features many tools like advanced editor, object browser, flexible data input/output, and package management.
R Graphical Manual – A collection of R graphics from all R packages, and an index to all functions in all R packages
StackOverflow – Information on R at StackOverflow.com
scikit-learnMachine Learning in Python
How to build a simple neural network in 9 lines of Python code via Medium.com
StackOverflow – Information on Python at StackOverflow.com
Lisp : coming soon
Scheme : coming soon
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