 | Pattern Recognition and Machine Learning (Information Science and Statistics) (Information Science and Statistics) by Christopher M. Bishop
Buy new: £48.43 / Used from: £41.94 Most extensive overview so far
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 | Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning) by CE Rasmussen
Buy new: £22.84 / Used from: £17.95 a lot on GPs
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 | Information Theory, Inference and Learning Algorithms by David J. C. MacKay
Buy new: £28.70 / Used from: £26.67 Good insights
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 | Bayesian Data Analysis (Texts in statistical science series) by Andrew Gelman
Buy new: £42.41 / Used from: £55.46 for the stats side of things
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 | Causality: Models, Reasoning, and Inference by Judea Pearl
Buy new: £34.74 / Used from: £30.29 classic
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 | Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) by RS Sutton
Buy new: £36.92 / Used from: £35.08 good stuff
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 | Mathematical Methods for Physics and Engineering: A Comprehensive Guide by K. F. Riley
Buy new: £29.99 / Used from: £26.00 very extensive math coverage
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 | Markov Chain Monte Carlo in Practice (Chapman & Hall/CRC Interdisciplinary Statistics Series) by W.R. Gilks
Buy new: £60.39 / Used from: £58.12 An MCMC ref
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 | Numerical Recipes 3rd Edition: The Art of Scientific Computing by William H. Press
Buy new: £37.88 / Used from: £31.85 A classic
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 | Mastering Matlab 7 by Duane C. Hanselman
Buy new: £49.79 / Used from: £39.99 A good ref
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