{"product_id":"first-order-and-stochastic-optimization-methods-guanghui-lan-9783030395704","title":"First-Order and Stochastic Optimization Methods for Machine Learning","description":"\u003cp\u003eThis book covers not only foundational materials but also the most recent progresses made during the past few years on the area of machine learning algorithms. In spite of the intensive research and development in this area, there does not exist a systematic treatment to introduce the fundamental concepts and recent progresses on machine learning algorithms, especially on those based on stochastic optimization methods, randomized algorithms, nonconvex optimization, distributed and online learning, and projection free methods. This book will benefit the broad audience in the area of machine learning, artificial intelligence and mathematical programming community by presenting these recent developments in a tutorial style, starting from the basic building blocks to the most carefully designed and complicated algorithms for machine learning.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Guanghui Lan\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3030395707\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783030395704\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/16\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 582\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.82lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.21d","brand":"Guanghui Lan","offers":[{"title":"Paperback","offer_id":43944800715007,"sku":"9783030395704","price":159.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_c95f6673-8029-4953-96f5-c34977fc71d5.jpg?v=1681505148","url":"https:\/\/www.whiterainbookhouse.com\/products\/first-order-and-stochastic-optimization-methods-guanghui-lan-9783030395704","provider":"WR Book House","version":"1.0","type":"link"}