Algorithmic Mathematics in Machine Learning - Couverture souple

Bohn, Bastian; Garcke, Jochen; Griebel, Michael

 
9781611977875: Algorithmic Mathematics in Machine Learning
Couverture souple
ISBN 10 : 1611977878 ISBN 13 : 9781611977875
Editeur : Society for Industrial & Applied Mathematics,U.S., 2024

Synopsis

The goal of Algorithmic Mathematics in Machine Learning is to explore several well-known machine learning and data analysis algorithms from a mathematical and programming perspective. In this unique book, the authors:

  • Present machine learning methods, review the underlying mathematics, and provide programming exercises intended to deepen the reader's understanding.
  • Accompany application areas with exercises that explore the unique characteristics of real-world data sets (e.g. pedestrian detection image data, biological cell data).
  • Highlight new terminology and background information on mathematical concepts, as well as exercises, in "info-boxes" throughout the text.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Bastian Bohn is an Akademischer Rat at the Institute for Numerical Simulation, University of Bonn, Germany, where he was previously a Research Scientist. His research interests include machine learning, the mathematics of data science, numerical algorithms in high-dimensions, and approximation theory.

Jochen Garcke is a Professor of Numerics at the University of Bonn and Department Head at the Fraunhofer SCAI (Institute for Algorithms and Scientific Computing), Sankt Augustin, Germany. His research interests include machine learning, scientific computing, reinforcement learning, and high-dimensional approximation.

Michael Griebel is a professor at the University of Bonn, Germany, where he also holds the Chair of Scientific Computing and Numerical Simulation. He is also Director of Fraunhofer SCAI, Schloss Birlinghoven, German. His research interests include numerical simulation, scientific computing, machine learning, and high-dimensional approximation.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Society for Industrial & Applied Mathematics,U.S.
Date d'édition
2024
Langue
anglais
ISBN 10 
1611977878
ISBN 13 
9781611977875
Reliure
Broché
Nombre de pages
225
Coordonnées du fabricant
non disponible
Personne responsable
non disponible