{"product_id":"fundamentals-of-probability-and-statistics-ethem-alpaydin-9780262049818","title":"Fundamentals of Probability and Statistics for Machine Learning","description":"\u003cb\u003eAn introductory textbook for undergraduate or beginning graduate students that integrates probability and statistics with their applications in machine learning.\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eMost curricula have students take an undergraduate course on probability and statistics before turning to machine learning. In this innovative textbook, Ethem Alpaydın offers an alternative tack by integrating these subjects for a first course on learning from data. Alpaydın accessibly connects machine learning to its roots in probability and statistics, starting with the basics of random experiments and probabilities and eventually moving to complex topics such as artificial neural networks. With a practical emphasis and learn-by-doing approach, this unique text offers comprehensive coverage of the elements fundamental to an empirical understanding of machine learning in a data science context. \u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eConsolidates foundational knowledge and key techniques needed for modern data science\u003c\/li\u003e\n\u003cli\u003eCovers mathematical fundamentals of probability and statistics and ML basics\u003c\/li\u003e\n\u003cli\u003eEmphasizes hands-on learning\u003c\/li\u003e\n\u003cli\u003eSuits undergraduates as well as self-learners with basic programming experience\u003c\/li\u003e\n\u003cli\u003eIncludes slides, solutions, and code\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ethem Alpaydin\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0262049813\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780262049818\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e MIT Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/02\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 544\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Ethem Alpaydin","offers":[{"title":"Hardcover","offer_id":47452506292479,"sku":"9780262049818","price":90.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_7d790c03-e614-495e-b424-203c43a36b9b.jpg?v=1761928830","url":"https:\/\/www.whiterainbookhouse.com\/products\/fundamentals-of-probability-and-statistics-ethem-alpaydin-9780262049818","provider":"WR Book House","version":"1.0","type":"link"}