0
Your cart

Your cart is empty

Browse All Departments
  • All Departments
Price
  • R1,000 - R2,500 (1)
  • -
Status
Brand

Showing 1 - 1 of 1 matches in All Departments

Advances and Open Problems in Federated Learning (Paperback): Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurelien... Advances and Open Problems in Federated Learning (Paperback)
Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurelien Bellet, Mehdi Bennis, …
R2,307 Discovery Miles 23 070 Ships in 10 - 15 working days

The term Federated Learning was coined as recently as 2016 to describe a machine learning setting where multiple entities collaborate in solving a machine learning problem, under the coordination of a central server or service provider. Each client's raw data is stored locally and not exchanged or transferred; instead, focused updates intended for immediate aggregation are used to achieve the learning objective. Since then, the topic has gathered much interest across many different disciplines and the realization that solving many of these interdisciplinary problems likely requires not just machine learning but techniques from distributed optimization, cryptography, security, differential privacy, fairness, compressed sensing, systems, information theory, statistics, and more. This monograph has contributions from leading experts across the disciplines, who describe the latest state-of-the art from their perspective. These contributions have been carefully curated into a comprehensive treatment that enables the reader to understand the work that has been done and get pointers to where effort is required to solve many of the problems before Federated Learning can become a reality in practical systems. Researchers working in the area of distributed systems will find this monograph an enlightening read that may inspire them to work on the many challenging issues that are outlined. This monograph will get the reader up to speed quickly and easily on what is likely to become an increasingly important topic: Federated Learning.

Free Delivery
Pinterest Twitter Facebook Google+
You may like...
An African History Of Africa - From The…
Zeinab Badawi Paperback R545 Discovery Miles 5 450
Handbook of Research on Creative Cities…
Aly Abdel Razek Galaby, Amal Adel Abdrabo Hardcover R7,336 Discovery Miles 73 360
The Easy Anova Sous Vide Cookbook - 500…
Alta Ayala Hardcover R973 Discovery Miles 9 730
Beijing - Geography, History, and…
Qian Guo Hardcover R2,093 Discovery Miles 20 930
Middle Education in the Middle Kingdom…
Douglas C. Smith Hardcover R2,744 Discovery Miles 27 440
Power In Action - Democracy, Citizenship…
Steven Friedman Paperback R351 Discovery Miles 3 510
Helping Adolescents in School
Tony Branwhite Hardcover R2,227 Discovery Miles 22 270
Know Them By Their Fruit - A Guide To…
A.T. Ankiewicz Paperback R698 Discovery Miles 6 980
A Very Rainy Day
Darla Prudhomme Hardcover R550 Discovery Miles 5 500
Legends & Lore of East Tennessee
Shane S Simmons Paperback R583 R532 Discovery Miles 5 320

 

Partners