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Foundations of Probabilistic Programming

Engelsk Hardback

Foundations of Probabilistic Programming

Engelsk Hardback
Tjek vores konkurrenters priser
What does a probabilistic program actually compute? How can one formally reason about such probabilistic programs? This valuable guide covers such elementary questions and more. It provides a state-of-the-art overview of the theoretical underpinnings of modern probabilistic programming and their applications in machine learning, security, and other domains, at a level suitable for graduate students and non-experts in the field. In addition, the book treats the connection between probabilistic programs and mathematical logic, security (what is the probability that software leaks confidential information?), and presents three programming languages for different applications: Excel tables, program testing, and approximate computing. This title is also available as Open Access on Cambridge Core.
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Tjek vores konkurrenters priser
What does a probabilistic program actually compute? How can one formally reason about such probabilistic programs? This valuable guide covers such elementary questions and more. It provides a state-of-the-art overview of the theoretical underpinnings of modern probabilistic programming and their applications in machine learning, security, and other domains, at a level suitable for graduate students and non-experts in the field. In addition, the book treats the connection between probabilistic programs and mathematical logic, security (what is the probability that software leaks confidential information?), and presents three programming languages for different applications: Excel tables, program testing, and approximate computing. This title is also available as Open Access on Cambridge Core.
Produktdetaljer
Sprog: Engelsk
Sider: 582
ISBN-13: 9781108488518
Indbinding: Hardback
Udgave:
ISBN-10: 110848851X
Kategori: Machine learning
Udg. Dato: 3 dec 2020
Længde: 35mm
Bredde: 249mm
Højde: 177mm
Forlag: Cambridge University Press
Oplagsdato: 3 dec 2020
Forfatter(e):
Forfatter(e)


Kategori Machine learning


ISBN-13 9781108488518


Sprog Engelsk


Indbinding Hardback


Sider 582


Udgave


Længde 35mm


Bredde 249mm


Højde 177mm


Udg. Dato 3 dec 2020


Oplagsdato 3 dec 2020


Forlag Cambridge University Press

Kategori sammenhænge