{"product_id":"big-data-management-9789811634208","title":"Big Data Management","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.Written 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","brand":"Gardners","offers":[{"title":"Default Title","offer_id":53590622699799,"sku":null,"price":16231.5,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9789811634208.jpg?v=1782736882","url":"https:\/\/payment.letskitaboo.com\/te\/products\/big-data-management-9789811634208","provider":"Kitaboo One eStore","version":"1.0","type":"link"}