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Federated Learning for Wireless Networks

Posted By: AvaxGenius
Federated Learning for Wireless Networks

Federated Learning for Wireless Networks by Choong Seon Hong, Latif U. Khan, Mingzhe Chen, Dawei Chen, Walid Saad, Zhu Han
English | EPUB | 2021 | 265 Pages | ISBN : 9811649626 | 28.8 MB

Recently machine learning schemes have attained significant attention as key enablers for next-generation wireless systems. Currently, wireless systems are mostly using machine learning schemes that are based on centralizing the training and inference processes by migrating the end-devices data to a third party centralized location. However, these schemes lead to end-devices privacy leakage. To address these issues, one can use a distributed machine learning at network edge. In this context, federated learning (FL) is one of most important distributed learning algorithm, allowing devices to train a shared machine learning model while keeping data locally. However, applying FL in wireless networks and optimizing the performance involves a range of research topics. For example, in FL, training machine learning models require communication between wireless devices and edge servers via wireless links.

Autonomous Cars: The Complete Computer Vision Course 2021

Posted By: IrGens
Autonomous Cars: The Complete Computer Vision Course 2021

Autonomous Cars: The Complete Computer Vision Course 2021
.MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 12h 38m | 6.31 GB
Instructor: Hoang Quy La

Internet of Vehicles and its Applications in Autonomous Driving

Posted By: AvaxGenius
Internet of Vehicles and its Applications in Autonomous Driving

Internet of Vehicles and its Applications in Autonomous Driving by Nishu Gupta
English | EPUB (True) | 2021 | 193 Pages | ISBN : 3030463346 | 21.9 MB

This book provides an insight on the importance that Internet of Vehicles (IoV) solutions can have in taking care of vehicular safety through internetworking and automation. Key features of the book are the inclusion and elaboration of recent and emerging developments in various specializations of intelligent transportation systems and their solutions by incorporating IoT (Internet of Things) and IoV.