The Probability Companion for Engineering and Computer Science - Tapa blanda

Prügel-Bennett, Adam

 
9781108727709: The Probability Companion for Engineering and Computer Science
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ISBN 10: 1108727700 ISBN 13: 9781108727709
Editorial: Cambridge University Press, 2020

Sinopsis

This friendly guide is the companion you need to convert pure mathematics into understanding and facility with a host of probabilistic tools. The book provides a high-level view of probability and its most powerful applications. It begins with the basic rules of probability and quickly progresses to some of the most sophisticated modern techniques in use, including Kalman filters, Monte Carlo techniques, machine learning methods, Bayesian inference and stochastic processes. It draws on thirty years of experience in applying probabilistic methods to problems in computational science and engineering, and numerous practical examples illustrate where these techniques are used in the real world. Topics of discussion range from carbon dating to Wasserstein GANs, one of the most recent developments in Deep Learning. The underlying mathematics is presented in full, but clarity takes priority over complete rigour, making this text a starting reference source for researchers and a readable overview for students.

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Acerca del autor

Adam Prügel-Bennett is Professor of Electronics and Computer Science at the University of Southampton. He received his Ph.D. in Statistical Physics at the University of Edinburgh, where he became interested in disordered and complex systems. He currently researches in the area of mathematical modelling, optimisation and machine learning and has published many papers on these subjects.

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Editorial
Cambridge University Press
Año de publicación
2020
Idioma
Inglés
ISBN 10 
1108727700
ISBN 13 
9781108727709
Encuadernación
Tapa blanda
Número de páginas
474
Contacto del fabricante
no disponible
Persona responsable
Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Francia

Otras ediciones populares con el mismo título

9781108480536: The Probability Companion for Engineering and Computer Science

Edición Destacada

ISBN 10:  1108480535 ISBN 13:  9781108480536
Editorial: Cambridge University Press, 2020
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