Foundations of Probabilistic Programming

This book provides an overview of the theoretical underpinnings of modern probabilistic programming and presents applications in e.g., machine learning, security, and approximate computing. Comprehensive survey chapters make the material accessible to graduate students and non-experts. This title is...

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Bibliographic Details
Main Authors: Barthe, Gilles, Katoen, Joost-Pieter, Silva, Alexandra
Format: eBook Book
Language:English
Published: Cambridge Cambridge University Press 2021
Edition:1
Series:Mathematical Sciences and Information Technology
Subjects:
Artificial intelligence
Computer programming
Computer programming / software engineering
Computer science
Computing and Information Technology
Machine learning
Probabilities-Data processing
Programming and scripting languages: general
Stochastic programming
theory of programming languages
ISBN:110848851X, 9781108488518, 1108770754, 9781108770750
Online Access:Get full text
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Description
Summary:This book provides an overview of the theoretical underpinnings of modern probabilistic programming and presents applications in e.g., machine learning, security, and approximate computing. Comprehensive survey chapters make the material accessible to graduate students and non-experts. This title is also available as Open Access on Cambridge Core.
Bibliography:Includes bibliographical references
ISBN:110848851X
9781108488518
1108770754
9781108770750
DOI:10.1017/9781108770750