Federated Learning with Azure Machine Learning NVIDIA FLARE and MONAI

Federated Learning with Azure Machine Learning NVIDIA FLARE and MONAI | ODFP220

11Likes

785Views

2023May 24

In this session, Federated Learning is explored as a secure, collaborative approach to machine learning, utilizing the combined power of Azure Machine Learning and NVIDIA FLARE. The session discusses Federated Learning’s critical role in today's data-driven landscape and includes a hands-on demo with a medical imaging use case with MONAI frameworks. By leveraging this approach, organizations can unlock the true potential of collaborative AI while maintaining robust security standards. To learn more, please check out these resources:

Speakers:

Harmke Alkemade
Theresa Campbell
Jimmy Della
Prerna Dogra
Mary Howell
Kristopher Kersten
Andreas Kopp
Eva Wasielewski

Session Information: This video is one of many sessions delivered for the Microsoft Build 2023 event. View the full session schedule and learn more about Microsoft Build at https://build.microsoft.com ODFP220 | English (US) | AI #MSBuild

Transcript

Follow along using the transcript.

Microsoft Developer

588K subscribers

Federated Learning with Azure Machine Learning NVIDIA FLARE and MONAI | ODFP220

Key moments View all

Machine Learning requires Extensive and Diverse Data

Machine Learning requires Extensive and Diverse Data

Machine Learning requires Extensive and Diverse Data

Federated Learning Multiple parties train collaboratively without sharing data

Federated Learning Multiple parties train collaboratively without sharing data

Federated Learning Multiple parties train collaboratively without sharing data

Centralized Training vs Federated Learning Results

Centralized Training vs Federated Learning Results

Centralized Training vs Federated Learning Results

Medical Imaging Repository

Medical Imaging Repository

Medical Imaging Repository

Microsoft Developer

Federated Learning with Azure Machine Learning NVIDIA FLARE and MONAI | ODFP220

Comments

Key moments

Machine Learning requires Extensive and Diverse Data

Machine Learning requires Extensive and Diverse Data

Machine Learning requires Extensive and Diverse Data

Federated Learning Multiple parties train collaboratively without sharing data

Federated Learning Multiple parties train collaboratively without sharing data

Federated Learning Multiple parties train collaboratively without sharing data

Centralized Training vs Federated Learning Results

Centralized Training vs Federated Learning Results

Centralized Training vs Federated Learning Results

Medical Imaging Repository

Medical Imaging Repository

Medical Imaging Repository

Description

Key moments View all

Machine Learning requires Extensive and Diverse Data

Machine Learning requires Extensive and Diverse Data

Machine Learning requires Extensive and Diverse Data

Federated Learning Multiple parties train collaboratively without sharing data

Federated Learning Multiple parties train collaboratively without sharing data

Federated Learning Multiple parties train collaboratively without sharing data

Centralized Training vs Federated Learning Results

Centralized Training vs Federated Learning Results

Centralized Training vs Federated Learning Results

Medical Imaging Repository

Medical Imaging Repository

Medical Imaging Repository

Microsoft Developer

Transcript

Federated Learning with Azure Machine Learning

Unlocking Generative AI in the Enterprise with NVIDIA on Azure | BRKFP305H

Cloud Security from Left-to-Right Intelligent Integrated Automated | ODFP221

What's next for AI at DeepMind, Google's artificial intelligence lab | 60 Minutes

The Future of Data & AI

Artificial Intelligence - Past, Present, Future: Prof. W. Eric Grimson

Federated Learning Research using NVIDIA Flare on AWS

What is generative AI and how does it work? – The Turing Lectures with Mirella Lapata

I Held Google's Willow Chip — What Quantum Means for the Future of AI

Your Brain: Who's in Control? | Full Documentary | NOVA | PBS

Harvard Professor Explains Algorithms in 5 Levels of Difficulty | WIRED

Lisa Nicole Schneider - NVIDIA Flare

Houthis ATTACK the Wrong U.S. Fighter Jet – Then THIS Happened…

SBTB 2023:Isaac Yang&Yuan-Ting Hsieh, NVIDIA FLARE: Federated Learning from simulation to production

The Plane That Accidentally Ended Up in Space

Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search

Artificial Intelligence | 60 Minutes Full Episodes

Federated XGBoost with NVIDIA FLARE

Hegseth SLAMS Leakers After Text Fallout & Jimmy Chats with Viral Twins Who Talk at the Same Time

AI Engineering in 76 Minutes (Complete Course/Speedrun!)

Key moments

Key moments