ENGLISH

Bayesian Reasoning and Gaussian Processes for Machine Learning Applications

By Utku Kose , Shubham Tayal , Preetha Mary George , Parveen Singla , Hemachandran K

Book information

Publisher
CRC Press
Year
2022
ISBN
2021052540, 2021052541, 9780367758479, 9780367758493, 9781003164265
Language
english
Format
EPUB
Filesize
6 MB (6692635 bytes)
Pages
\0
Time added
2023-01-19 16:24:31

Description

This book introduces Bayesian reasoning and Gaussian processes into machine learning applications. Bayesian methods are applied in many areas, such as game development, decision making, and drug discovery. It is very effective for machine learning algorithms in handling missing data and extracting information from small datasets.Bayesian Reasoning and Gaussian Processes for Machine Learning Applications uses a statistical background to understand continuous distributions and how learning can be viewed from a probabilistic framework. The chapters progress into such machine learning topics as belief network and Bayesian reinforcement learning, which is followed by Gaussian process introduction, classification, regression, covariance, and performance analysis of Gaussian processes with other models.

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