Machine Learning Essentials

A Listmania! list by Ryan Turner (Cambridge, UK)
(REAL NAME)   
 
Pattern Recognition and Machine Learning (Information Science and Statistics)
1.  Pattern Recognition and Machine Learning (Information Science and Statistics) by Christopher M. Bishop
The list author says:
  "Most extensive overview so far"
£45.18   Used & New from: £42.40
4.0 out of 5 stars  See all reviews (8 customer reviews)

Gaussian Processes for Machine Learning
2.  Gaussian Processes for Machine Learning by Carl Edward Rasmussen
The list author says:
  "a lot on GPs"
£21.80   Used & New from: £18.25
5.0 out of 5 stars  See all reviews (2 customer reviews)

Information Theory, Inference and Learning Algorithms
3.  Information Theory, Inference and Learning Algorithms by David J. C. MacKay
The list author says:
  "Good insights"
£35.20   Used & New from: £21.83
5.0 out of 5 stars  See all reviews (4 customer reviews)

Bayesian Data Analysis, Second Edition (Chapman & Hall/CRC Texts in Statistical Science)
4.  Bayesian Data Analysis, Second Edition (Chapman & Hall/CRC Texts in Statistical Science) by Andrew Gelman
The list author says:
  "for the stats side of things"
£42.23   Used & New from: £38.00
5.0 out of 5 stars  See all reviews (2 customer reviews)

Causality: Models, Reasoning, and Inference
5.  Causality: Models, Reasoning, and Inference by Judea Pearl
The list author says:
  "classic"
£39.90
3.0 out of 5 stars  See all reviews (1 customer review)

Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning Series)
6.  Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning Series) by Richard Sutton
The list author says:
  "good stuff"
£35.84   Used & New from: £25.00
5.0 out of 5 stars  See all reviews (3 customer reviews)

Mathematical Methods for Physics and Engineering (3rd edition): A Comprehensive Guide
7.  Mathematical Methods for Physics and Engineering (3rd edition): A Comprehensive Guide by K. F. Riley
The list author says:
  "very extensive math coverage"
£35.20   Used & New from: £22.90
4.8 out of 5 stars  See all reviews (12 customer reviews)

Markov Chain Monte Carlo in Practice (Chapman & Hall/CRC Interdisciplinary Statistics Series)
8.  Markov Chain Monte Carlo in Practice (Chapman & Hall/CRC Interdisciplinary Statistics Series) by W.R. Gilks
The list author says:
  "An MCMC ref"
£67.75   Used & New from: £48.30
5.0 out of 5 stars  See all reviews (1 customer review)

Numerical Recipes 3rd Edition: The Art of Scientific Computing
9.  Numerical Recipes 3rd Edition: The Art of Scientific Computing by William H. Press
The list author says:
  "A classic"
£44.00   Used & New from: £24.00
3.8 out of 5 stars  See all reviews (4 customer reviews)

Mastering Matlab 7
10.  Mastering Matlab 7 by Duane C. Hanselman
The list author says:
  "A good ref"
£58.89   Used & New from: £29.97
3.7 out of 5 stars  See all reviews (3 customer reviews)

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Ryan Turner (Cambridge, UK)
(REAL NAME)   
Qualifications: PhD Student
Last updated: 16/02/2008
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