The Mathematics of Machine Learning

Name: The Mathematics of Machine Learning
Brand: De Gruyter
SKU: 9783111288475
Price: 1172 CZK
Availability: InStock

Lectures on Supervised Methods and Beyond

Autor: Maria Han Veiga, François Gaston Ged

Jazyk:

Vazba: Brožovaná

Vydavatel: De Gruyter

Dostupnost: Skladem u dodavatele

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This book is an introduction to machine learning, with a strong focus on the mathematics behind the...

Informace o knize

Autor

Maria Han Veiga, François Gaston Ged

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2024

Stránek

260

EAN

9783111288475

Enbook ID

44707908

Vydavatel

De Gruyter

Hmotnost

356

Rozměry

170 x 240

Kompletní popis

This book is an introduction to machine learning, with a strong focus on the mathematics behind the standard algorithms and techniques in the field, aimed at senior undergraduates and early graduate students of Mathematics. There is a focus on well-known supervised machine learning algorithms, detailing the existing theory to provide some theoretical guarantees, featuring intuitive proofs and exposition of the material in a concise and precise manner. A broad set of topics is covered, giving an overview of the field. A summary of the topics covered is: statistical learning theory, approximation theory, linear models, kernel methods, Gaussian processes, deep neural networks, ensemble methods and unsupervised learning techniques, such as clustering and dimensionality reduction. This book is suited for students who are interested in entering the field, by preparing them to master the standard tools in Machine Learning. The reader will be equipped to understand the main theoretical questions of the current research and to engage with the field.

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The Mathematics of Machine Learning

Lectures on Supervised Methods and Beyond

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také