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Federated Learning with Azure Machine Learning

Offered By: Microsoft via YouTube

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Microsoft Azure Courses Machine Learning Courses Federated Learning Courses

Course Description

Overview

Explore Federated Learning with Azure Machine Learning in this informative 26-minute video featuring Andreas Kopp and Harmke Alkemade. Discover the importance of protecting privacy and intellectual property in cross-organizational machine learning scenarios. Learn about the challenges of extensive and diverse data that cannot be shared, and how Federated Learning provides a solution by enabling multiple parties to train collaboratively. Watch a comprehensive demonstration of a Global Federated Learning setup using Azure ML and NVIDIA FLare, including a training run and centralized tracking of metrics from local experiments. Gain valuable insights into this cutting-edge technology and its practical applications in Azure Machine Learning.

Syllabus

Welcome to the AI Show
Welcome Andreas and Harmke
What is Federated Learning with Azure Machine Learning
The problem - Extensive and Diverse Data that cannot be shared
The solution - Federated Learning enables multiple parties train collaboratively
Prepping the Global Federated Learning Demo
Demo
Training run with Azure ML and NVFlare
Centrally tracking metrics from local experiments
Learn more
Wrap


Taught by

Microsoft Developer

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