J
Jason Roselander
Publications - 3
Citations - 1923
Jason Roselander is an academic researcher. The author has contributed to research in topics: Mobile device. The author has an hindex of 2, co-authored 2 publications receiving 1247 citations.
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Towards Federated Learning at Scale: System Design
Keith Bonawitz,Hubert Eichner,Wolfgang Grieskamp,Dzmitry Huba,Alex Ingerman,Vladimir Ivanov,Chloe Kiddon,Jakub Konečný,Stefano Mazzocchi,H. Brendan McMahan,Timon Van Overveldt,David Petrou,Daniel Ramage,Jason Roselander +13 more
TL;DR: In this paper, a scalable production system for federated learning in the domain of mobile devices, based on TensorFlow, is presented. Butler et al. describe the resulting high-level design, sketch some of the challenges and their solutions, and touch upon the open problems and future directions.
Towards Federated Learning at Scale: System Design
Keith Bonawitz,Hubert Eichner,Wolfgang Grieskamp,Dzmitry Huba,Alex Ingerman,Vladimir Ivanov,Chloe Kiddon,Jakub Konečný,Stefano Mazzocchi,H. Brendan McMahan,Timon Van Overveldt,David Petrou,Daniel Ramage,Jason Roselander +13 more
TL;DR: A scalable production system for Federated Learning in the domain of mobile devices, based on TensorFlow is built, describing the resulting high-level design, and sketch some of the challenges and their solutions.
T owards f ederated l earning at s cale : s ystem d esign
Keith Bonawitz,Hubert Eichner,Wolfgang Grieskamp,Dzmitry Huba,Alex Ingerman,Vladimir Ivanov,Chloe Kiddon,Jakub Konečný,Stefano Mazzocchi,H. Brendan McMahan,Timon Van Overveldt,David Petrou,Daniel Ramage,Jason Roselander +13 more
TL;DR: In this paper , a scalable production system for federated learning in the domain of mobile devices, based on TensorFlow, is presented. Butler et al. describe the resulting high-level design, sketch some of the challenges and their solutions, and touch upon the open problems and future directions.