Essays about: "Peer-to-Peer Federated Learning"
Found 2 essays containing the words Peer-to-Peer Federated Learning.
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1. Comparing decentralized learning to Federated Learning when training Deep Neural Networks under churn
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Decentralized Machine Learning could address some problematic facets with Federated Learning. There is no central server acting as an arbiter of whom or what may benefit from Machine Learning models created by the vast amount of data becoming available in recent years. READ MORE
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2. Towards Peer-to-Peer Federated Learning: Algorithms and Comparisons to Centralized Federated Learning
University essay from Linköpings universitet/Institutionen för datavetenskapAbstract : Due to privacy and regulatory reasons, sharing data between institutions can be difficult. Because of this, real-world data are not fully exploited by machine learning (ML). An emerging method is to train ML models with federated learning (FL) which enables clients to collaboratively train ML models without sharing raw training data. READ MORE