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Federated Learning with Azure Machine Learning

Microsoft Developer
588K subscribers
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2.5K views 2 years ago
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/PracticalFederatedLear... 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 ...more
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Federated Learning with Azure Machine Learning
51Likes
2,541Views
2022Nov 25
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/PracticalFederatedLear... 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

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Microsoft Developer

588K subscribers