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Practical Probabilistic Programming

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Practical Probabilistic Programming introduces the working programmer to probabilistic programming. In it, you'll learn how to use the PP paradigm to model application domains and then express those probabilistic models in code. Although PP can seem abstract, in this book you'll immediately work on practical examples, like using the Figaro language to build a spam filter and applying Bayesian and Markov networks, to diagnose computer system data problems and recover digital images.

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Practical Probabilistic Programming, Avi Pfeffer

Language
Released
2016
Binding
(Paperback)
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Title
Practical Probabilistic Programming
Language
English
Released
2016
Format
Paperback
Pages
456
ISBN10
1617292338
ISBN13
9781617292330
Series
Description
Practical Probabilistic Programming introduces the working programmer to probabilistic programming. In it, you'll learn how to use the PP paradigm to model application domains and then express those probabilistic models in code. Although PP can seem abstract, in this book you'll immediately work on practical examples, like using the Figaro language to build a spam filter and applying Bayesian and Markov networks, to diagnose computer system data problems and recover digital images.