{"product_id":"accelerated-optimization-for-machine-learning-first-order-algorithms-von-cong-fang-huan-li-zhouchen-lin","title":"Accelerated Optimization for Machine Learning","description":"\n                                \n                \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                \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\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811529092\"\u003e\u003ch3\u003eFirst-Order Algorithms\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Hardcover - 9789811529092","offer_id":32594314002525,"sku":"9789811529092","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/a4a146cb-d568-44a6-9d83-2479fb0c9827.jpg?v=1777533286","url":"https:\/\/shop.autorenwelt.de\/en\/products\/accelerated-optimization-for-machine-learning-first-order-algorithms-von-cong-fang-huan-li-zhouchen-lin","provider":"Autorenwelt Shop","version":"1.0","type":"link"}