Distributed machine learning – Bücher zum Thema Distributed machine learning finden und kaufen

Distributed Machine Learning and Computing

Springer International Publishing
93.08 € · Hardcover

Machine learning Distributed learning distributed computing artificial intelligence large-scale complex networks optimization theory deep learning

This book focuses on a wide range of distributed machine learning and computing algorithms and their applications in healthcare and engineering systems. The contributors explore how these techniques can be applied to different real-world problems. It is suitable for students and researchers interest...

Optimization Algorithms for Distributed Machine Learning

Gauri Joshi
Springer International Publishing
48.14 € · Hardcover

Distributed Machine Learning Distributed Optimization Optimization Algorithms Stochastic Gradient Descent Distributed SGD Large-scale Machine Learning Federated Learning

This book discusses state-of-the-art stochastic optimization algorithms for distributed machine learning and analyzes their convergence speed. The book first introduces stochastic gradient descent (SGD) and its distributed version, synchronous SGD, where the task of computing gradients is divided ac...

Distributed Machine Learning and Gradient Optimization

Jiawei Jiang, Bin Cui, Ce Zhang
Springer Singapore
160.49 € · Hardcover

distributed machine learning gradient optimization parallelism gradient compression synchronization protocol

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 dis...