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Probabilistic Machine Learning: An Introduction

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Probabilistic Machine Learning: An Introduction - Murphy, Kevin P
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"This book provides a detailed and up-to-date coverage of machine learning. It is unique in that it unifies approaches based on deep learning with approaches based on probabilistic modeling and inference. It provides mathematical background (e.g. linear algebra, optimization), basic topics (e.g., linear and logistic regression, deep neural networks), as well as more advanced topics (e.g., Gaussian processes). It provides a perfect introduction for people who want to understand cutting edge work in top machine learning ...

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Probabilistic Machine Learning: An Introduction 2022, MIT Press

ISBN-13: 9780262046824

Hardcover