{"product_id":"books-distributed-machine-learning-and-gradient-optimization-by-jiawei-jiang","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\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\u003cbr\u003e","brand":"World of Books ","offers":[{"title":"Default Title","offer_id":53773804929297,"sku":null,"price":0.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9789811634222_4b3577cb-c4f6-4b4c-822e-2fea091ffcd4.jpg?v=1783980599","url":"https:\/\/www.worldofbooks.com\/en-gb\/products\/books-distributed-machine-learning-and-gradient-optimization-by-jiawei-jiang","provider":"World of Books ","version":"1.0","type":"link"}