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Distributed Machine Learning and Gradient Optimization

By (author) Jiawei Jiang, By (author) Bin Cui, By (author) Ce Zhang

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normal price: R 5,611.95

Price: R 5,050.95

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This 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.

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Normally shipped | Available from overseas. Usually dispatched in 14 days
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Normal Price | R 7,253.95
Price | R 6,528.95 | on special |

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