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LEARNING FROM CONNECTED DEVICES DATA
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Privacy-Preserving Algorithms for Decentralised Collaborative Learning - Dr Aurélien Bellet
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- 1 LEARNING FROM CONNECTED DEVICES DATA
- 2 EXTREME APPROACH 1: CENTRALIZED LEARNING
- 3 OUR APPROACH: FULLY DECENTRALIZED LEARNING
- 4 KEY PRINCIPLES GOSSIP ALGORITHM
- 5 THIS WORK: PERSONALIZED LEARNING
- 6 PROBLEM SETTING
- 7 MODEL PROPAGATION: PROBLEM FORMULATION
- 8 ASYNCHRONOUS GOSSIP ALGORITHM
- 9 CONVERGENCE RESULT
- 10 ALGORITHM IN THE BROADCAST SETTING
- 11 CONVERGENCE IN BROADCAST SETTING
- 12 COLLABORATIVE LEARNING PROBLEM FORMULATION
- 13 DIFFERENTIAL PRIVACY
- 14 PRIVACY GUARANTEE
