Federated Learning with Azure Machine Learning

From the creator

Andreas Kopp and Harmke Alkemade join Seth to talk about Federated Learning with Azure Machine Learning - what it is and how it works. They'll review the importance of protecting privacy and IP in cross-organizational ML scenarios and demo a Global FL setup using Azure ML and NVIDIA FLare. Chapters: 00:00 Welcome to the AI Show 00:15 Welcome Andreas and Harmke 01:03 What is Federated Learning with Azure Machine Learning 01:40 The problem - Extensive and Diverse Data that cannot be shared 03:38 The solution - Federated Learning enables multiple parties train collaboratively 07:34 Prepping the Global Federated Learning Demo 09:41 Demo 19:18 Training run with Azure ML and NVFlare 21:49 Centrally tracking metrics from local experiments 24:44 Learn more 25:55 Wrap Resources: Practical Federated Learning https://aka.ms/PracticalFederatedLearning Federated Learning Repo https://aka.ms/FederatedLearningRepo Connect: Seth | @Seth Juarez Subscribe to the AI Show: https://aka.ms/AIShowsubscribe AI Show Playlist: https://aka.ms/AIShowPlaylist Join us every other Friday, for an AI Show livestream on YouTube: https://aka.ms/AIShowLive

Published 2022-11-25 · Watch on YouTube ↗
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