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Cambridge University Press Foundations of Probabilistic Programming

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Description

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.

Key Features

Foundations of Probabilistic Programming

Product_Type: ABIS_BOOK

Brand: Cambridge University Press

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
03 December 2020
Listed Since
19 August 2020

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