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. |