{"product_id":"fundamentals-of-pattern-recognition-and-ulisses-braga-neto-9783031609497","title":"Fundamentals of Pattern Recognition and Machine Learning","description":"\u003cp\u003eThis book is a concise but thorough introduction to the tools commonly used in pattern recognition and machine learning, including classification, dimensionality reduction, regression, and clustering, as well as recent popular topics such as deep neural networks and Gaussian process regression. The Second Edition includes a new chapter on the emerging topic of physics-informed machine learning and significant additions to the section on neural networks. In addition to the new chapter, \u003cem\u003eFundamentals of Pattern Recognition and Machine Learning\u003c\/em\u003e contains other unique features such as an extensive chapter on classifier error estimation and sections on Bayesian error estimation, separate sampling designs, and rank-based classification.\u003c\/p\u003e \u003cp\u003eCombining theory and practice, this book is suitable for the graduate or advanced undergraduate level classroom and self-study. It fills the need of a mathematically-rigorous text that is relevant to the practitioner as well, with datasets from applications in bioinformatics and materials informatics used throughout to illustrate the theory. These datasets are available from the book website to be used in end-of-chapter coding assignments based on python and Keras\/Tensorflow. All plots in the text were generated using python scripts and jupyter notebooks.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ulisses Braga-Neto\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3031609492\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783031609497\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/07\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 400\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.09lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.94d","brand":"Ulisses Braga-Neto","offers":[{"title":"Hardcover","offer_id":46110896357631,"sku":"9783031609497","price":69.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_b8567a87-7de5-4daa-9781-47a1eda33df0.jpg?v=1725470084","url":"https:\/\/www.whiterainbookhouse.com\/products\/fundamentals-of-pattern-recognition-and-ulisses-braga-neto-9783031609497","provider":"WR Book House","version":"1.0","type":"link"}