{"product_id":"accelerated-optimization-for-machine-learning-first-order-algorithms-9789811529122","title":"Accelerated Optimization for Machine Learning: First-Order Algorithms","description":"\u003cp\u003e • Author(s): Zhouchen Lin\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\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\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","brand":"Springer","offers":[{"title":"Paperback","offer_id":45276250898583,"sku":"9789811529122","price":10915.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9789811529122.webp?v=1769285129","url":"https:\/\/atlanticbooks.com\/products\/accelerated-optimization-for-machine-learning-first-order-algorithms-9789811529122","provider":"Atlantic Books","version":"1.0","type":"link"}