List of artificial intelligence projects
The following is a list of current and past, non-classified notable artificial intelligence projects.
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Specialized projects
Brain-inspired
- Blue Brain Project, an attempt to create a synthetic brain by reverse-engineering the mammalian brain down to the molecular level.
- Google Brain A deep learning project part of Google X attempting to have intelligence similar or equal to human-level.
- Human Brain Project
- NuPIC, an open source implementation by Numenta of its cortical learning algorithm.
Cognitive architectures
- 4CAPS, developed at Carnegie Mellon University under Marcel A. Just
- ACT-R, developed at Carnegie Mellon University under John R. Anderson.
- AIXI, Universal Artificial Intelligence developed by Marcus Hutter at IDSIA and ANU.
- CALO, a DARPA-funded, 25-institution effort to integrate many artificial intelligence approaches (natural language processing, speech recognition, machine vision, probabilistic logic, planning, reasoning, many forms of machine learning) into an AI assistant that learns to help manage your office environment.
- CHREST, developed under Fernand Gobet at Brunel University and Peter C. Lane at the University of Hertfordshire.
- CLARION, developed under Ron Sun at Rensselaer Polytechnic Institute and University of Missouri.
- CoJACK, an ACT-R inspired extension to the JACK multi-agent system that adds a cognitive architecture to the agents for eliciting more realistic (human-like) behaviors in virtual environments.
- Copycat, by Douglas Hofstadter and Melanie Mitchell at the Indiana University.
- DUAL, developed at the New Bulgarian University under Boicho Kokinov.
- FORR developed by Susan L. Epstein at The City University of New York.
- IDA and LIDA, implementing Global Workspace Theory, developed under Stan Franklin at the University of Memphis.
- OpenCog Prime, developed using the OpenCog Framework.
- Procedural Reasoning System (PRS), developed by Michael Georgeff and Amy L. Lansky at SRI International.
- Psi-Theory developed under Dietrich Dörner at the Otto-Friedrich University in Bamberg, Germany.
- R-CAST, developed at the Pennsylvania State University.
- Soar, developed under Allen Newell and John Laird at Carnegie Mellon University and the University of Michigan.
- Society of mind and its successor the Emotion machine proposed by Marvin Minsky.
- Subsumption architectures, developed e.g. by Rodney Brooks (though it could be argued whether they are cognitive).
Games
- AlphaGo, software developed by Google that plays the Chinese board game Go.
- Chinook, a computer program that plays English draughts; the first to win the world champion title in the competition against humans.
- Deep Blue, a chess-playing computer developed by IBM which beat Garry Kasparov in 1997.
- FreeHAL, a self-learning conversation simulator (chatterbot) which uses semantic nets to organize its knowledge to imitate a very close human behavior within conversations.
- Halite, an artificial intelligence programming competition created by Two Sigma.
- Libratus, a poker AI that beat world-class poker players in 2017, intended to be generalisable to other applications.
- Quick, Draw!, an online game developed by Google that challenges players to draw a picture of an object or idea and then uses a neural network to guess what the drawing is.
- Stockfish AI, an open source chess engine currently ranked the highest in many computer chess rankings.
- TD-Gammon, a program that learned to play world-class backgammon partly by playing against itself (temporal difference learning with neural networks).
Internet activism
- Serenata de Amor, project for the analysis of public expenditures and detect discrepancies.
Knowledge and reasoning
- Braina, an intelligent personal assistant application with a voice interface for Windows OS.
- Cyc, an attempt to assemble an ontology and database of everyday knowledge, enabling human-like reasoning.
- Eurisko, a language by Douglas Lenat for solving problems which consists of heuristics, including some for how to use and change its heuristics.
- Google Now, an intelligent personal assistant with a voice interface in Google's Android and Apple Inc.'s iOS, as well as Google Chrome web browser on personal computers.
- Holmes a new AI created by Wipro.
- Microsoft Cortana, an intelligent personal assistant with a voice interface in Microsoft's various Windows 10 editions.
- Mycin, an early medical expert system.
- Open Mind Common Sense, a project based at the MIT Media Lab to build a large common sense knowledge base from online contributions.
- P.A.N., a publicly available text analyzer.
- Siri, an intelligent personal assistant and knowledge navigator with a voice-interface in Apple Inc.'s iOS and macOS.
- SNePS, simultaneously a logic-based, frame-based, and network-based knowledge representation, reasoning, and acting system.
- Viv (software), a new AI by the creators of Siri.
- Wolfram Alpha, an online service that answers queries by computing the answer from structured data.
Motion and manipulation
- AIBO, the robot pet for the home, grew out of Sony's Computer Science Laboratory (CSL).
- Cog, a robot developed by MIT to study theories of cognitive science and artificial intelligence, now discontinued.
Music
- Melomics, a bioinspired technology for music composition and synthesization of music, where computers develop their own style, rather than mimic musicians.
Natural language processing
- AIML, an XML dialect for creating natural language software agents.
- Apache Lucene, a high-performance, full-featured text search engine library written entirely in Java.
- Apache OpenNLP, a machine learning based toolkit for the processing of natural language text. It supports the most common NLP tasks, such as tokenization, sentence segmentation, part-of-speech tagging, named entity extraction, chunking and parsing.
- Artificial Linguistic Internet Computer Entity (A.L.I.C.E.), an award-winning natural language processing chatterbot.
- Cleverbot, successor to Jabberwacky, now with 170m lines of conversation, Deep Context, fuzziness and parallel processing. Cleverbot learns from around 2 million user interactions per month.
- ELIZA, a famous 1966 computer program by Joseph Weizenbaum, which parodied person-centered therapy.
- Jabberwacky, a chatterbot by Rollo Carpenter, aiming to simulate natural human chat.
- Mycroft, a free and open-source intelligent personal assistant that uses a natural language user interface.
- PARRY, another early chatterbot, written in 1972 by Kenneth Colby, attempting to simulate a paranoid schizophrenic.
- SHRDLU, an early natural language processing computer program developed by Terry Winograd at MIT from 1968 to 1970.
- SYSTRAN, a machine translation technology by the company of the same name, used by Yahoo!, AltaVista and Google, among others.
Other
- 1 the Road, the first novel marketed by an AI.
- Synthetic Environment for Analysis and Simulations (SEAS), a model of the real world used by Homeland security and the United States Department of Defense that uses simulation and AI to predict and evaluate future events and courses of action.[1]
Multipurpose projects
Software libraries
- Apache Mahout, a library of scalable machine learning algorithms.
- Deeplearning4j, an open-source, distributed deep learning framework written for the JVM.
- Keras, a high level open-source software library for machine learning (works on top of other libraries).
- Microsoft Cognitive Toolkit (previously known as CNTK), an open source toolkit for building artificial neural networks.
- OpenNN, a comprehensive C++ library implementing neural networks.
- PyTorch, an open-source Tensor and Dynamic neural network in Python.
- TensorFlow, an open-source software library for machine learning.
- Theano, a Python library and optimizing compiler for manipulating and evaluating mathematical expressions, especially matrix-valued ones.
GUI frameworks
- Neural Designer, a commercial deep learning tool for predictive analytics.
- Neuroph, a Java neural network framework.
- OpenCog, a GPL-licensed framework for artificial intelligence written in C++, Python and Scheme.
- RapidMiner, an environment for machine learning and data mining, now developed commercially.
- Weka, a free implementation of many machine learning algorithms in Java.
Cloud services
- Data Applied, a web based data mining environment.
- Grok, a service that ingests data streams and creates actionable predictions in real time.
- Watson, a pilot service by IBM to uncover and share data-driven insights, and to spur cognitive applications.
See also
- Comparison of cognitive architectures
- Comparison of deep learning software
References
- Baard, Mark (23 June 2007). "Sentient world: war games on the grandest scale". The Register.
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