Algorithmic Mathematics in Machine Learning by Bastian Bohn, ... - 9781611977875

Algorithmic Mathematics in Machine LearningAuthor(s): Bastian Bohn, Jochen Garcke, Michael Griebel\nFormat: Paperback\nPublisher: Society for Industrial & Applied Mathematics,U.S., United States\nImprint: Society for Industrial & Applied Mathematics,U.S.\nISBN-13: 9781611977875, 978-1611977875\nSynopsis\nThe 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:\n\nPresent machine learning methods, review the underlying mathematics, and provide programming exercises intended to deepen the reader's understanding.\nAccompany application areas with exercises that explore the unique characteristics of real-world data sets ([url] pedestrian detection image data, biological cell data).\nHighlight new terminology and background information on mathematical concepts, as well as exercises, in \""info-boxes\"" throughout the text.