{"product_id":"distributed-machine-learning-and-gradient-optimization-von-jiawei-jiang-bin-cui-und-ce-zhang","title":"Distributed Machine Learning and Gradient Optimization","description":"\n                                \n                \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\n                                \n                \n                \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 appealto a broad audience in the field of machine learning, artificial intelligence, big data and database management.\u003c\/p\u003e\n                                \n                \u003cbr\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811634192\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811634222\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9789811634192","offer_id":40149797797981,"sku":"9789811634192","price":160.49,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789811634222","offer_id":40941975502941,"sku":"9789811634222","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/312df6c8-77b9-4273-b2bb-b7a95d18bcce.jpg?v=1773990466","url":"https:\/\/shop.autorenwelt.de\/products\/distributed-machine-learning-and-gradient-optimization-von-jiawei-jiang-bin-cui-und-ce-zhang","provider":"Autorenwelt Shop","version":"1.0","type":"link"}