The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond - Maria Han Veiga

Descriere The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond - Maria Han Veiga

\nThis 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. \n \n\n \nThere 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. \n \n\n \nThis 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. \n

Detalii

Brand

De Gruyter

Categorie

ENSTK

EAN / GTIN

9783111288475

Magazine

1

Disponibilitate

in stock