01725nam a22002297a 4500 20260707124348.0 260309b |||||||| |||| 00| 0 eng d 9781032878140 PK-LaUMT 006.31 FAU-C Faul, A. C. 9693 A concise introduction to machine learning / A. C. Faul 2nd ed. Boca Raton : CRC Press, 2025 xxvii, 323 p. Chapman & Hall/CRC machine learning & pattern recognition Includes bibliographical references and index. "A Concise Introduction to Machine Learning uses mathematics as the common language to explain a variety of machine learning concepts from basic principles and illustrates every concept using examples in both Python and Matlab® which are available on GitHub and can be run from there in Binder in a web browser. Each chapter concludes with exercises to explore the content. The emphasis of the book is on the question of Why - only if why an algorithm is successful is understood, can it be properly applied, and the results trusted. Standard techniques are treated rigorously, including an introduction to the necessary probability theory. This book addresses the commonalities and aims to give a thorough and in-depth treatment and develop intuition, while remaining concise. This useful reference should be an essential on the bookshelves of anyone employing machine learning techniques, since it is born out of strong experience in university teaching and research on algorithms, while remaining approachable and readable"-- Provided by publisher Eng Machine learning textbooks 8061 BK 140038 140038 0 0 0 0 01 01 2026-03-09 0 006.31 FAU-C 151236 2026-03-09 09:01:34 2026-03-09 BK 0 0 0 0 01 01 2026-07-07 0 006.31 FAU-C 153282 2026-07-07 12:44:27 C.2 2026-07-07 BK