Machine learning -- Mathematical modelsSee also what's at your library, or elsewhere.
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Filed under: Machine learning -- Mathematical models
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Filed under: Machine learning 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)
Filed under: Machine learning -- MathematicsFiled under: Machine learning -- PeriodicalsFiled under: Computational learning theoryFiled under: Reinforcement learningFiled under: Supervised learning (Machine learning)
Filed under: Boosting (Algorithms)
Filed under: Mathematical models
Filed under: Mathematical models -- Data processing
Filed under: Mathematical models -- Problems, exercises, etc.
Filed under: Computer simulation Modeling and Simulation in Python (version 3.4.3; Needham, MA: Green Tea Press, 2017), by Allen Downey (PDF with commentary at Green Tea Press) The Nature of Code (c2012), by Daniel Shiffman, ed. by Shannon Fry, illust. by Zannah Marsh (illustrated HTML with commentary at natureofcode.com) A Practical Manual on the Monte Carlo Method for Random Walk Problems (Los Alamos, NM: Los Alamos Scientific Laboratory of the University of California, 1957), by E. D. Cashwell and C. J. Everett, contrib. by O. W. Rechard (page images at HathiTrust)
Filed under: Game theory Game Theory (second edition, c2018), by Giacomo Bonanno (PDF with commentary at UC Davis) Economics and Language: Five Essays (2000), by Ariel Rubinstein (PDF in Israel) Economic Fables (Cambridge, UK: Open Book Publishers, c2012), by Ariel Rubinstein The Strategic Constitution (prepublication version, 1999), by Robert Cooter (PDF at bepress.com) Modeling Bounded Rationality (1998), by Ariel Rubinstein (PDF in Israel) Rules, Games, and Common-Pool Resources (Ann Arbor: University of Michigan Press, c1994), ed. by Elinor Ostrom, Roy Gardner, and James Walker (page images at HathiTrust) Bargaining and Markets (electronic edition; with corrections from 1990 edition), by Martin J. Osborne and Ariel Rubinstein (PDF files with commentary at Toronto)
Filed under: Linear models (Statistics)
Filed under: Monte Carlo method
Filed under: Artificial satellites -- Atmospheric entry -- Mathematical models
Filed under: Artificial satellites -- Orbits -- Mathematical models
Filed under: Bank investments -- Mathematical models
Filed under: Chemical engineering -- Mathematical models
Filed under: Choice of transportation -- Mathematical models
Filed under: Climatic changes -- Mathematical models
Filed under: Consumers -- Mathematical models
Filed under: Decision making -- Mathematical models
Filed under: Dendrites -- Mathematical models
Filed under: Dispersion -- Mathematical models
Filed under: Economic development -- Mathematical models Global Models, World Futures, and Public Policy: A Critique (1982), by United States Congress Office of Technology Assessment
Filed under: Economic forecasting -- Mathematical models Global Models, World Futures, and Public Policy: A Critique (1982), by United States Congress Office of Technology Assessment
Filed under: Economics -- Mathematical models
Filed under: Family size -- Mathematical models
Filed under: Feedback control systems -- Mathematical modelsMore items available under broader and related terms at left. |