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Overview"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." Full Product DetailsAuthor: Bastian Bohn , Jochen Garcke , Michael GriebelPublisher: Society for Industrial & Applied Mathematics,U.S. Imprint: Society for Industrial & Applied Mathematics,U.S. Volume: 3 ISBN: 9781611977875ISBN 10: 1611977878 Pages: 225 Publication Date: 31 May 2024 Audience: Professional and scholarly , Professional & Vocational Format: Paperback Publisher's Status: Forthcoming Availability: Not yet available This item is yet to be released. You can pre-order this item and we will dispatch it to you upon its release. Table of ContentsReviewsAuthor InformationBastian 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. Tab Content 6Author Website:Countries AvailableAll regions |