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The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook) - Softcover
- PublisherDe Gruyter
- Publication date2024
- ISBN 10 3111288471
- ISBN 13 9783111288475
- BindingPerfect Paperback
- LanguageEnglish
- Edition number1
- Number of pages210
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The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (Paperback or Softback)
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de Gruyter 5/20/2024, 2024
ISBN 10: 3111288471
ISBN 13: 9783111288475
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Mathematics of Machine Learning : Lectures on Supervised Methods and Beyond
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The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)
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The Mathematics of Machine Learning (Paperback)
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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 multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9783111288475
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Mathematics of Machine Learning : Lectures on Supervised Methods and Beyond
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THE MATHEMATICS OF MACHINE LEARNING
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The Mathematics of Machine Learning
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The Mathematics of Machine Learning
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The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)
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The Mathematics of Machine Learning
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