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Foundations of Probabilistic Programming - Barthe, Gilles (Editor), and Katoen, Joost-Pieter (Editor), and Silva, Alexandra (Editor)
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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 ...

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Foundations of Probabilistic Programming 2020, Cambridge University Press, Cambridge

ISBN-13: 9781108488518

Hardcover