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Foundations of probabilistic programming

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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, 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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Ketersediaan

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Informasi Detail

Judul Seri

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No. Panggil

001.642 FOU f

Penerbit

New York : Cambridge University Press., 2020

Deskripsi Fisik

xiv, 568p. : ill.

Bahasa

English

ISBN/ISSN

9781108770750

Klasifikasi

001.642

Tipe Isi

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Tipe Media

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Tipe Pembawa

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Edisi

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Subjek

Computer programming.
Probabilities -- Data processing.

Info Detail Spesifik

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Pernyataan Tanggungjawab

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Versi lain/terkait

Lampiran Berkas

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