Algorithmic Mathematics in Machine Learning by Bastian Bohn (Mathematician), Jochen Garcke, Michael Griebel ISBN 9781611977875, 1611977878 instant download

Algorithmic Mathematics in Machine Learning by Bastian Bohn (Mathematician), Jochen Garcke, Michael Griebel ISBN 9781611977875, 1611977878 instant download

This unique book explores several well-known machine learning and data analysis algorithms from a mathematical and programming perspective. The authors
present machine learning methods, review the underlying mathematics, and provide programming exercises to deepen the reader's understanding;
accompany application areas with exercises that explore the unique characteristics of real-world data sets (e.g., image data for pedestrian detection, biological cell data); and
provide new terminology and background information on mathematical concepts, as well as exercises, in “info-boxes” throughout the text.
Algorithmic Mathematics in Machine Learning is intended for mathematicians, computer scientists, and practitioners who have a basic mathematical background in analysis and linear algebra, but little or no knowledge of machine learning and related algorithms. Researchers in the natural sciences and engineers interested in acquiring the mathematics needed to apply the most popular machine learning algorithms will also find this book useful.