{"product_id":"accelerated-optimization-for-machine-learning-zhouchen-lin-9789811529092","title":"Accelerated Optimization for Machine Learning: First-Order Algorithms","description":"\u003cp\u003eThis book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problems with its learning models, and first-order optimization algorithms are the mainstream approaches. The acceleration of first-order optimization algorithms is crucial for the efficiency of machine learning.\u003c\/p\u003e \u003cp\u003eWritten by leading experts in the field, this book provides a comprehensive introduction to, and state-of-the-art review of accelerated first-order optimization algorithms for machine learning. It discusses a variety of methods, including deterministic and stochastic algorithms, where the algorithms can be synchronous or asynchronous, for unconstrained and constrained problems, which can be convex or non-convex. Offering a rich blend of ideas, theories and proofs, the book is up-to-date and self-contained. It is an excellent reference resource for users who are seeking faster optimization algorithms, as well as for graduate students and researchers wanting to grasp the frontiers of optimization in machine learning in a short time.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Zhouchen Lin, Huan Li, Cong Fang\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9811529094\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789811529092\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/30\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 275\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.41lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.81d","brand":"Zhouchen Lin","offers":[{"title":"Hardcover","offer_id":44079696675071,"sku":"9789811529092","price":169.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_be3c6eb8-832e-421e-8307-304d9a0348ca.jpg?v=1685482615","url":"https:\/\/www.whiterainbookhouse.com\/products\/accelerated-optimization-for-machine-learning-zhouchen-lin-9789811529092","provider":"WR Book House","version":"1.0","type":"link"}