The probability companion for engineering and computer science 1st Edition Adam Prügel Bennett ISBN 1108727700 978-1108727709

The probability companion for engineering and computer science 1st Edition Adam Prügel-Bennett PDF Instant Download/Delivery: 1108727700, 978-1108727709
Full download The probability companion for engineering and computer science 1st Edition after payment

Product details:

ISBN 10: 1108727700
ISBN 13: 978-1108727709
Author: Adam Prügel-Bennett

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.

Table of contents:

Introduction
Survey of Distributions
Monte Carlo
Discrete Random Variables
The Normal Distribution
Handling Experimental Data
Mathematics of Random Variables
Bayes
Entropy
Collective Behavior
Markov Chains
Stochastic Processes
Appendix A: Answers to Exercises
Appendix B: Probability Distributions

People also search for:

The probability companion for engineering and computer science

probability and statistics for engineers and scientists chapter 4

the probability companion for engineering and computer science pdf

engineering probability and statistics

probability for engineers columbia

Tags:

Adam Prügel Bennett,probability companion,engineering,computer science