David MacKay
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Information Theory, Inference, and Learning Algorithms
The Book
Corrections
Software
Dedication
Extras
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Information Theory
Compression (Chapters 4-7)
Noisy Channel Coding (Chapters 8-11, 13, 14, 15, 17)
Hash codes, Cryptography, Cryptanalysis (Chapters 12, 18)
Sex and Evolution (Chapter 19)
Probabilities and inference (Chapters 2, 3, 20-37)
Elementary inference, probability theory
Monte Carlo methods (Chapters 29-32)
Variational methods (Chapter 33)
Neural networks (Chapters 38-46)
Sparse Graph Codes (Chapters 47-50)
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David J.C. MacKay
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