Machine learning booooks

Machine learning

• Pattern Recognition and Machine Learning (PRML)
  by Christopher Bishop

prml

link on douban

more:
PRML algorithms implemented in Python
Matlab code for machine learning algorithms in book PRML
PRML读书会

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• The Elements of Statistical Learning (ESL)
  by Trevor Hastie / Robert Tibshirani / Jerome Friedman

esl

link on douban

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• Machine Learning: A Probabilistic Perspective (MLAPP)
  by Kevin P·Murphy

mlapp

link on douban

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• Foundations of Machine Learning
  by Mehryar Mohri / Afshin Rostamizadeh / Ameet Talw

fml

link on douban

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• An Introduction to Statistical Learning
  by Gareth James / Daniela Witten / Trevor Hastie / Robert Tibshirani

sl

link on douban

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• Probabilistic Graphical Models
  by Daphne Koller / Nir Friedman

pgm

link on douban

more
course on cousera

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• An Introduction to Probabilistic Graphical Models
  by Michael Jordan

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• 机器学习
  by 周志华

ml

link on douban

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• 统计学习方法
  by 李航

sl

link on douban

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• Deep Learning: Adaptive Computation and Machine Learning series
  by Ian Goodfellow / Yoshua Bengio / Aaron Courville

dl

link on douban

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• Neural Networks and Learning Machines
  by Simon Haykin

nn

link on douban

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Mathematics

• Matrix computation
  by Gene H. Golub / Charles F. Van Loan

matrix

link on douban

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• Matrix Analysis
  by Roger A.Horn, Charles R.Johnson

matrix

link on douban

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• Linear Algebra and Its Applications
  by David C. Lay

la

link on douban