Bayesian Reasoning and Gaussian Processes for Machine Learning Applications

This book introduces Bayesian reasoning and Gaussian processes into machine learning applications. Bayesian methods are applied in...
$528.50 AUD
$528.50 AUD
SKU: 9780367758479
Product Type: Books
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Author: Hemachandran K
Format: Hardcover
Language: English
Subtotal: $528.50
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Bayesian Reasoning and Gaussian Processes for Machine Learning Applications by K, Hemachandran

Bayesian Reasoning and Gaussian Processes for Machine Learning Applications

$528.50

Bayesian Reasoning and Gaussian Processes for Machine Learning Applications

$528.50
Author: Hemachandran K
Format: Hardcover
Language: English

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.

FEATURES

  • Contains recent advancements in machine learning
  • Highlights applications of machine learning algorithms
  • Offers both quantitative and qualitative research
  • Includes numerous case studies

This book is aimed at graduates, researchers, and professionals in the field of data science and machine learning.



Author: Hemachandran K
Publisher: CRC Press
Published: 04/14/2022
Pages: 133
Binding Type: Hardcover
Weight: 1.06lbs
Size: 10.00h x 7.00w x 0.38d
ISBN: 9780367758479

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