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The Probability Companion for Engineering and Computer Science - Adam Prugel-Bennett 2020 PDF Cambridge University Press BOOKS SCIENCE AND STUDY
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The Probability Companion for Engineering and Computer Science
Author: Adam Prugel-Bennett
Year: 2020
Number of pages: 476
Format: PDF
File size: 12.5 MB
Language: ENG

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.

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