The Online Books Page

Machine learning

See also what's at Wikipedia, your library, or elsewhere.

• Artificial intelligence
• Machine theory

• Machine learning -- Mathematical models
• Machine learning -- Mathematics
• Machine learning -- Moral and ethical aspects
• Machine learning -- Periodicals
• Computational learning theory
• Reinforcement learning
• Supervised learning (Machine learning)

• Learning, Machine

• Graph Representation Learning (prepublication version, 2020), by William L. Hamilton (PDF at McGill)
• Probabilistic Machine Learning for Civil Engineers (prepublication version; 2020), by James-A. Goulet (PDF files with commentary at polymtl.ca)
• Foundations of Machine Learning (second edition; Cambridge, MA and London: MIT Press, c2018), by Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar (HTML at ublish.com)
• Elements of Causal Inference: Foundations and Learning Algorithms (Cambridge, MA and London: MIT Press, c2017), by Jonas Peters, Dominik Janzing, and Bernhard Schölkopf (PDF with commentary at MIT Press)
• Machine Learning (main text c1997; additional chapters c2017), by Tom M. Mitchell (PDF with commentary at CMU)
• Deep Learning (prepublication version; 2016), by Ian Goodfellow, Yoshua Bengio, and Aaron Courville (illustrated HTML with commentary at deeplearningbook.org)
• Bayesian Reasoning and Machine Learning (free online edition, c2014), by David Barber (PDF with commentary in the UK)
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction (second edition, 2009), by Trevor Hastie, Robert Tibshirani, and J. H. Friedman (PDF with commentary at Stanford)
• Reinforcement Learning: An Introduction (first and second editions, 1998 and 2018), by Richard S. Sutton and Andrew G. Barto (HTML and PDF at incompleteideas.net)
• Pattern Recognition and Machine Learning (c2006), by Christopher M. Bishop (PDF at microsoft.com)
• Ethics and Data Science (c2019), by Michael Kosta Loukides, Hilary Mason, and DJ Patil (HTML at oreilly.com)
• A Course in Machine Learning, by Hal Daumé (PDF with commentary at ciml.info)
• Machine Learning, Neural and Statistical Classification, ed. by Donald Michie, D. J. Spiegelhalter, and Charles C. Taylor (PDF and gzipped Postscript in the UK)
• Introduction to learning machines (National Aeronautics and Space Administration; [for sale by the Clearinghouse for Federal Scientific and Technical Information, Springfield, Va.], 1970), by Jack G. Sheppard, Manned Spacecraft Center, and United States National Aeronautics and Space Administration (page images at HathiTrust)
• Sociopathic knowledge bases : correct knowledge can be harmful even given unlimited computation (Department of Computer Science, University of Illinois, 1989), by David C. Wilkins and Yong Ma (page images at HathiTrust)
• A program for the solution of a class of geometric-analogy intelligence-test questions (L.G. Hansom Field, Bedford, Massachusetts : Air Force Cambridge Research Laboratories, Office of Aerospace Research, United States Air Force, 1964., 1964), by Thomas G. Evans and Air Force Cambridge Research Laboratories (U.S.) (page images at HathiTrust)
• The unsolvability of the equivalence problem for lambda-free nondeterministic generalized machines. (L. G. Hansom Field, Bedford, Massachusetts : Air Force Cambridge Research Laboratories, Office of Aerospace Research, United States Air Force, 1968., 1968), by Thomas V. Griffiths and Air Force Cambridge Research Laboratories (U.S.) (page images at HathiTrust)
• A study of generalized machine learning (Wright-Patterson Air Force Base, Ohio : Electronic Technology Laboratory, Aeronautical Systems Division, Air Force Systems Command, United States Air Force, 1962., 1962), by E. Bryan Carne, United States. Air Force. Systems Command. Aeronautical Systems Division, and Inc Melpar (page images at HathiTrust)

• Gaussian Processes fo Machine Learning (online edition; originally published Cambridge, MA and London: MIT Press, c2006), by Carl Edward Rasmussen and Christopher K. I. Williams (PDF with commentary at gaussianprocess.org)

• Mathematics for Machine Learning (prepublication free online edition; 2020), by Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong (PDF with commentary at github.io)

• Fairness and Machine Learning: Limitations and Opportunities (prepublication version; 2019), by Solon Barocas, Moritz Hardt, and Arvind Narayanan (HTML with commentary at fairmlbook.org)

• Journal of Machine Learning Research (2000-) (full serial archives)
• Journal of Intelligent Systems (2020-) (partial serial archives)
• Applied Artificial Intelligence (2022-) (partial serial archives)
• ICTACT Journal on Soft Computing (2010-) (partial serial archives)
• Jisuanji kexue (in Chinese; 2021-) (partial serial archives)
• ETRI Journal (2017-) (partial serial archives)
• Journal of Advanced Computational Intelligence and Intelligent Informatics (2007-) (partial serial archives)
• Journal of Telecommunications and Information Technology (2015-) (partial serial archives)
• Journal of ICT (2009-) (partial serial archives)
• IET Intelligent Transport Systems (2021-) (partial serial archives)
• Revue Française de Photogrammétrie et de Télédétection (in English and French; 2011-) (partial serial archives)
• International Journal of Computational Intelligence Systems (2008-) (partial serial archives)
• Techno Nusa Mandiri: Journal of Computing and Information Technology (in Indonesian and English; 2013-) (partial serial archives)
• Programación Matemática y Software (in Spanish and English; 2009-) (partial serial archives)
• IET Biometrics (2021-) (partial serial archives)
• Big Data Analytics (2016-) (partial serial archives)
• Paladyn (2010-) (partial serial archives)
• Jurnal Ilmu Komputer dan Informasi (in English and Indonesian; 2009-) (partial serial archives)
• Computational Visual Media (2015-) (partial serial archives)
• Big Data Mining and Analytics (2018-) (partial serial archives)
• CAAI Artificial Intelligence Research (2022-) (partial serial archives)
• Information Technology and Management Science (2012-) (partial serial archives)
• Jurnal Sisfokom (2013-) (partial serial archives)
• Transactions of the Association for Computational Linguistics (2013-) (partial serial archives)
• Journal of Cultural Analytics (2016-) (partial serial archives)
• JIP (Jurnal Informatika Polinema) (in Indonesian; 2014-) (partial serial archives)
• Journal of Advances in Computer Engineering and Technology (2015-) (partial serial archives)
• IJAIN (International Journal of Advances in Intelligent Informatics) (2015-) (partial serial archives)
• Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi (in Indonesian; 2015-) (partial serial archives)
• CAAI Transactions on Intelligence Technology (2018-) (partial serial archives)
• Drones (2017-) (partial serial archives)
• International Journal of Computing and Related Technologies (2017-) (partial serial archives)
• Mathematical Statistics and Learning (2021-) (partial serial archives)
• Jurnal Ilmiah Informatika (in Indonesian; 2021-) (partial serial archives)
• Intensif: Jurnal Ilmiah Penelitian Teknologi dan Penerapan Sistem Informasi (in Indonesian and English; 2017-) (partial serial archives)
• Journal of Soft Computing in Civil Engineering (2017-) (partial serial archives)
• The Lancet: Digital Health (2019-) (partial serial archives)
• Array (2019-) (partial serial archives)
• Frontiers in Artificial Intelligence (2019-) (partial serial archives)
• Machine Learning: Science and Technology (2020-) (partial serial archives)
• Data & Policy (2020-) (partial serial archives)
• Data-Centric Engineering (2020-) (partial serial archives)
• Biological Imaging (2021-) (partial serial archives)
• Environmental Data Science (2022-) (partial serial archives)
• Digital Discovery (2022-) (partial serial archives)
• Advanced Intelligent Systems (2019-) (partial serial archives)
• International Journal of Cognitive Computing in Engineering (2020-) (partial serial archives)
• Intelligence-Based Medicine (2020-) (partial serial archives)
• Artificial Intelligence in Geosciences (2020-) (partial serial archives)
• Energy and AI (2020-) (partial serial archives)
• AI Open (2020-) (partial serial archives)
• Machine Learning with Applications (2020-) (partial serial archives)
• Computers and Education: Artificial Intelligence (2020-) (partial serial archives)
• International Journal of Information Management Data Insights (2021-) (partial serial archives)
• Sustainability Analytics and Modeling (2021-) (partial serial archives)
• Intelligent Systems with Applications (2021-) (partial serial archives)
• Artificial Intelligence in the Life Sciences (2021-) (partial serial archives)
• AI (2020-) (partial serial archives)
• Digital (2021-) (partial serial archives)
• Electronic Research Archive (2022-) (partial serial archives)
• Applied AI Letters (2020-) (partial serial archives)
• Data Science in Science (2022-) (partial serial archives)
• Autonomous Intelligent Systems (2021-) (partial serial archives)
• Discover Artificial Intelligence (2021-) (partial serial archives)
• Advances in Artificial Intelligence Research (2021-) (partial serial archives)
• Journal of Computational Mathematics and Data Science (2021-) (partial serial archives)
• Mathematics and Modeling in Finance (2021-) (partial serial archives)
• NUML International Journal of Engineering and Computing (2022-) (partial serial archives)
• JMIR AI (2022-) (partial serial archives)
• International Journal of Emerging Engineering and Technology (2022-) (partial serial archives)

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