Category: Books- Big Data, Data Analytics, Data Mining, Data Management, Artificial Intelligence, Machine Learning, Deep Learning

Efficient Processing of Deep Neural Networks

Vivienne Sze, MITYu-Hsin Chen, MITTien-Ju Yang, MITJoel S. Emer, MIT and Nvidia Research This book includes background on DNN processing; a description and taxonomy of hardware architectural approaches for designing DNN accelerators; key metrics for evaluating and comparing different...

Efficient Processing of Deep Neural Networks

Vivienne Sze, Massachusetts Institute of TechnologyYu-Hsin Chen, Massachusetts Institute of TechnologyTien-Ju Yang, Massachusetts Institute of TechnologyJoel S. Emer, Massachusetts Institute of Technology and Nvidia Research This book provides a structured treatment of the key...

Multi-Armed Bandits: Theory and Applications to Online Learning in Networks

Qing Zhao, Cornell University  Multi-armed bandit problems pertain to optimal sequential decision making and learning in unknown environments. Since the first bandit problem posed by Thompson in 1933 for the application of clinical trials, bandit...

Federated Learning

Qiang Yang, WeBank and Hong Kong Univ. of Science & Technology, China,Yang Liu, WeBank, China,Yong Cheng, WeBank, China,Yan Kang, WeBank, China,Tianjian Chen, WeBank, China,Han Yu, Nanyang Technological University, Singapore ISBN: 9781681736976 | PDF ISBN: 9781681736983Hardcover ISBN: 9781681736990Copyright © 2020...

Deep Learning for Autonomous Vehicle Control

Deep Learning for Autonomous Vehicle Control Sampo Kuutti, University of Surrey, UK Saber Fallah, University of Surrey, UK  Richard Bowden, University of Surrey, UK Phil Barber, Jaguar Land Rover  This book presents a view of current technological capabilities...