The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook) - Softcover
Inhaltsangabe
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.
Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.
Über die Autorin bzw. den Autor
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.
„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.
Suchergebnisse für The Mathematics of Machine Learning: Lectures on Supervised...
Foto des Verkäufers
Mathematics of Machine Learning : Lectures on Supervised Methods and Beyond
Anbieter: GreatBookPrices, Columbia, MD, USA
Verkäuferbewertung 5 von 5 Sternen
Zustand: New. Bestandsnummer des Verkäufers 47496994-n
Neu kaufen
EUR 43,59
Versand:
EUR 2,28
Innerhalb der USA
Anzahl: Mehr als 20 verfügbar
Foto des Verkäufers
The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (Paperback or Softback)
Verlag:
de Gruyter 5/20/2024, 2024
ISBN 10: 3111288471
ISBN 13: 9783111288475
Neu
Paperback or Softback
Anbieter: BargainBookStores, Grand Rapids, MI, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback or Softback. Zustand: New. The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond. Book. Bestandsnummer des Verkäufers BBS-9783111288475
Beispielbild für diese ISBN
The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)
Anbieter: Best Price, Torrance, CA, USA
Verkäuferbewertung 5 von 5 Sternen
Zustand: New. SUPER FAST SHIPPING. Bestandsnummer des Verkäufers 9783111288475
Foto des Verkäufers
Mathematics of Machine Learning : Lectures on Supervised Methods and Beyond
Anbieter: GreatBookPrices, Columbia, MD, USA
Verkäuferbewertung 5 von 5 Sternen
Zustand: As New. Unread book in perfect condition. Bestandsnummer des Verkäufers 47496994
Gebraucht kaufen
EUR 49,46
Versand:
EUR 2,28
Innerhalb der USA
Anzahl: Mehr als 20 verfügbar
Foto des Verkäufers
The Mathematics of Machine Learning
Anbieter: Rarewaves USA, OSWEGO, IL, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: New. 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. Bestandsnummer des Verkäufers LU-9783111288475
Neu kaufen
EUR 53,82
Versand:
Gratis
Innerhalb der USA
Anzahl: Mehr als 20 verfügbar
Beispielbild für diese ISBN
The Mathematics of Machine Learning (Paperback)
Anbieter: Grand Eagle Retail, Bensenville, IL, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: 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. Bestandsnummer des Verkäufers 9783111288475
Beispielbild für diese ISBN
The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)
Anbieter: Books Puddle, New York, NY, USA
Verkäuferbewertung 4 von 5 Sternen
Zustand: New. Bestandsnummer des Verkäufers 26398823820
Foto des Verkäufers
The Mathematics of Machine Learning
Anbieter: Rarewaves.com USA, London, LONDO, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: New. 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. Bestandsnummer des Verkäufers LU-9783111288475
Neu kaufen
EUR 64,38
Versand:
Gratis
Von Vereinigtes Königreich nach USA
Anzahl: Mehr als 20 verfügbar
Beispielbild für diese ISBN
The Mathematics of Machine Learning
Anbieter: PBShop.store UK, Fairford, GLOS, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
PAP. Zustand: New. New Book. Shipped from UK. Established seller since 2000. Bestandsnummer des Verkäufers DB-9783111288475
Neu kaufen
EUR 60,32
Versand:
EUR 4,71
Von Vereinigtes Königreich nach USA
Anzahl: 3 verfügbar
Beispielbild für diese ISBN
The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)
Anbieter: Majestic Books, Hounslow, Vereinigtes Königreich
Verkäuferbewertung 4 von 5 Sternen
Zustand: New. Bestandsnummer des Verkäufers 397553235
Neu kaufen
EUR 61,66
Versand:
EUR 7,36
Von Vereinigtes Königreich nach USA
Anzahl: 1 verfügbar