Items related to The Mathematics of Machine Learning: Lectures on Supervised...

The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook) - Softcover

 
9783111288475: The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)

Synopsis

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.

"synopsis" may belong to another edition of this title.

About the Author

Dr. Maria Han Veiga,
Assistant professor of mathematics, Ohio State University, Ohio, USA
Prior to joining Ohio State, she was a postdoctoral fellow at the University of Michigan in Mathematics and Data Science (MIDAS). She obtained her PhD at the University of Zurich. Her research focuses on numerical analysis for hyperbolic partial differential equations and scientific machine learning.

Dr. François Ged
Postdoctoral fellow, University of Vienna, Austria
He obtained his PhD in Mathematics at the University of Zurich, Switzerland, after which he was a postdoc fellow at the École Polytechnique Fédérale de Lausanne. His research interests gravitate around the theory of deep learning and reinforcement learning, as well as mathematical population genetics and growth-fragmentation processes.

"About this title" may belong to another edition of this title.

  • PublisherDe Gruyter
  • Publication date2024
  • ISBN 10 3111288471
  • ISBN 13 9783111288475
  • BindingPerfect Paperback
  • LanguageEnglish
  • Number of pages210

Buy Used

Condition: As New
Unread book in perfect condition...
View this item

FREE shipping within United Kingdom

Destination, rates & speeds

Search results for The Mathematics of Machine Learning: Lectures on Supervised...

Seller Image

Veiga, Maria Han; Ged, François Gaston
Published by De Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Softcover

Seller: GreatBookPricesUK, Woodford Green, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 47496994-n

Contact seller

Buy New

£ 47.47
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Seller Image

Han Veiga, Maria
Published by de Gruyter 5/20/2024, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Paperback or Softback

Seller: BargainBookStores, Grand Rapids, MI, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Paperback or Softback. Condition: New. The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond 0.75. Book. Seller Inventory # BBS-9783111288475

Contact seller

Buy New

£ 39.15
Convert currency
Shipping: £ 8.51
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: 5 available

Add to basket

Seller Image

Veiga, Maria Han; Ged, François Gaston
Published by De Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
Used Softcover

Seller: GreatBookPricesUK, Woodford Green, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: As New. Unread book in perfect condition. Seller Inventory # 47496994

Contact seller

Buy Used

£ 49.38
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Seller Image

Veiga, Maria Han; Ged, François Gaston
Published by De Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Softcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 47496994-n

Contact seller

Buy New

£ 37.13
Convert currency
Shipping: £ 14.79
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Maria Han Veiga
Published by De Gruyter, Berlin, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Paperback

Seller: CitiRetail, Stevenage, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Paperback. Condition: new. Paperback. 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. Introduces machine learning, with a strong focus on the mathematics underlying many of the standard algorithms and techniques in the field, aimed at senior undergraduates and early graduate students of Mathematics. This book's objective is to rigoro Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9783111288475

Contact seller

Buy New

£ 51.99
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Han Veiga, Maria
Published by de Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New PAP

Seller: PBShop.store UK, Fairford, GLOS, United Kingdom

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # DB-9783111288475

Contact seller

Buy New

£ 52.29
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Han Veiga, Maria; Gaston Ged, François
Published by De Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Softcover

Seller: California Books, Miami, FL, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # I-9783111288475

Contact seller

Buy New

£ 44.97
Convert currency
Shipping: £ 7.40
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Han Veiga, Maria / Gaston Ged, Franç
Published by De Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Softcover

Seller: Basi6 International, Irving, TX, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: Brand New. New. US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Seller Inventory # ABEJUNE24-314774

Contact seller

Buy New

£ 52.38
Convert currency
Shipping: FREE
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: 6 available

Add to basket

Stock Image

Han Veiga, Maria; Gaston Ged, François
Published by De Gruyter, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Softcover

Seller: Romtrade Corp., STERLING HEIGHTS, MI, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. This is a Brand-new US Edition. This Item may be shipped from US or any other country as we have multiple locations worldwide. Seller Inventory # ABNR-18565

Contact seller

Buy New

£ 52.38
Convert currency
Shipping: FREE
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: 2 available

Add to basket

Stock Image

Veiga, Maria Han/ Ged, François Gaston
Published by De Gruyter Art & Architecture, 2024
ISBN 10: 3111288471 ISBN 13: 9783111288475
New Paperback

Seller: Revaluation Books, Exeter, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Paperback. Condition: Brand New. 270 pages. 9.45x6.69x9.61 inches. In Stock. Seller Inventory # x-3111288471

Contact seller

Buy New

£ 47.03
Convert currency
Shipping: £ 6.99
Within United Kingdom
Destination, rates & speeds

Quantity: 2 available

Add to basket

There are 15 more copies of this book

View all search results for this book