{"product_id":"distributed-machine-learning-and-gradient-jiawei-jiang-9789811634222","title":"Distributed Machine Learning and Gradient Optimization","description":"\u003cp\u003eThis book presents the state of the art in distributed machine learning algorithms that are based on gradient optimization methods. In the big data era, large-scale datasets pose enormous challenges for the existing machine learning systems. As such, implementing machine learning algorithms in a distributed environment has become a key technology, and recent research has shown gradient-based iterative optimization to be an effective solution. Focusing on methods that can speed up large-scale gradient optimization through both algorithm optimizations and careful system implementations, the book introduces three essential techniques in designing a gradient optimization algorithm to train a distributed machine learning model: parallel strategy, data compression and synchronization protocol.\u003c\/p\u003e \u003cp\u003eWritten in a tutorial style, it covers a range of topics, from fundamental knowledge to a number of carefully designed algorithms and systems of distributed machine learning. It will appeal to a broad audience in the field of machine learning, artificial intelligence, big data and database management.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jiawei Jiang, Bin Cui, Ce Zhang\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 981163422X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789811634222\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/25\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 169\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.59lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.39d","brand":"Jiawei Jiang","offers":[{"title":"Paperback","offer_id":44130356592895,"sku":"9789811634222","price":169.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_e7df903f-f841-496c-a34e-b14fc7533f55.jpg?v=1687468934","url":"https:\/\/www.whiterainbookhouse.com\/products\/distributed-machine-learning-and-gradient-jiawei-jiang-9789811634222","provider":"WR Book House","version":"1.0","type":"link"}