{"product_id":"understanding-machine-learning-from-theory-to-algorithms-textbook-by-shai-ben-david-and-shai-shalev-shwartz","title":"Understanding Machine Learning: From Theory to Algorithms\nTextbook by Shai Ben-David and Shai Shalev-Shwartz","description":"\u003cp\u003e\u003cspan\u003eMachine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for an advanced undergraduate or beginning graduate course, the text makes\u003c\/span\u003e\u003c\/p\u003e","brand":"Book Lovers BD","offers":[{"title":"Paperback","offer_id":55471580807459,"sku":null,"price":430.0,"currency_code":"BDT","in_stock":true},{"title":"Hardcover","offer_id":55471580840227,"sku":null,"price":560.0,"currency_code":"BDT","in_stock":true},{"title":"eBook","offer_id":55471580872995,"sku":null,"price":150.0,"currency_code":"BDT","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0954\/5872\/2083\/files\/rn-image_picker_lib_temp_f1c80eac-73d9-4998-a50c-5e08a620b143.jpg?v=1786701854","url":"https:\/\/www.bookloversbd.shop\/products\/understanding-machine-learning-from-theory-to-algorithms-textbook-by-shai-ben-david-and-shai-shalev-shwartz","provider":"Book Lovers BD","version":"1.0","type":"link"}