Bayesian Reasoning and Gaussian Processes for Machine Learning Applications Hemachandran K.
This book introduces Bayesian reasoning and Gaussian processes into machine learning applications. It is very effective for machine learning algorithms in handling missing data and extracting information from small datasets. Bayesian methods are applied in many areas, such as gam… Celý popis ↓
Porovnanie cien Bayesian Reasoning and Gaussian Processes for Machine Learning Applications Hemachandran K.
Popis Bayesian Reasoning and Gaussian Processes for Machine Learning Applications Hemachandran K.
Bayesian Reasoning and Gaussian Processes for Machine Learning Applications Hemachandran K.
This book introduces Bayesian reasoning and Gaussian processes into machine learning applications. It is very effective for machine learning algorithms in handling missing data and extracting information from small datasets. Bayesian methods are applied in many areas, such as game development, decision making, and drug discovery.
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.FEATURESContains recent advancements in machine 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.
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