新书预览：模型机器学习（更新至第六章） (1).pdf
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绵绵
2025-03-15
models
distribution
joint
Inference
ing
model
book
Extending
361.4
computing
27.2 MB
Contents
How can machine learning solve my problem? 5
0.0.1 What is model-based machine learning? . . . . . . . . . . 6
0.0.2 Who is this book for? . . . . . . . . . . . . . . . . . . . . 9
0.0.3 How to read this book . . . . . . . . . . . . . . . . . . . . 10
1 A Murder Mystery 13
1.1 Incorporating evidence . . . . . . . . . . . . . . . . . . . . . . . . 19
1.2 A model of a murder . . . . . . . . . . . . . . . . . . . . . . . . . 25
1.2.1 Probabilistic models . . . . . . . . . . . . . . . . . . . . . 26
1.2.2 Two rules for working with probabilistic models . . . . . 27
1.2.3 Inference using the joint distribution . . . . . . . . . . . . 28
1.3 Working with larger models . . . . . . . . . . . . . . . . . . . . . 33
1.3.1 Inference without computing the joint distribution . . . . 36
1.4 Extending the model . . . . . . . . . . . . . . . . . . . . . . . . . 40
1.4.1 Incremental inference . . . . . . . . . . . . . . . . . . . . 42
2 Assessing People’s Skills 47
2.1 A model
models/distribution/joint/Inference/ing/model/book/Extending/361.4/computing/
models/distribution/joint/Inference/ing/model/book/Extending/361.4/computing/
