{"product_id":"9789811529092","title":"Accelerated Optimization for Machine Learning: First-Order Algorithms","description":"\u003ch1\u003eAccelerated Optimization for Machine Learning: First-Order Algorithms\u003c\/h1\u003e \u003ch2\u003eLin, Zhouchen; Li, Huan; Fang, Cong\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\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\n\n\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 asfor graduate students and researchers wanting to grasp the frontiers of optimization in machine learning in a short time.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2020-05-30\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811529092\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-15-2910-8\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 275\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":49481099903116,"sku":"9789811529092","price":152.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811529092.jpg?v=1778002248","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9789811529092","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}