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Stanford University

Federated Learning in Medicine - Breaking Down Silos to Advance Medical Research

Stanford University via YouTube

Overview

Explore a Stanford seminar on federated learning in medicine and its potential to revolutionize medical research. Discover how this innovative approach breaks down data silos while preserving patient privacy. Learn from Dr. Thomas Clozel, CEO and Co-Founder of OWKIN, as he shares insights on exclusive access to patient data, the healthcare system's challenges, and the benefits of federated learning. Gain understanding of OWKIN's mission, technical platform, and federated learning framework. Delve into the challenges of data normalization and future projects in big data analytics. Uncover the intersection of medicine and computer science in this comprehensive talk that addresses the eternal question of data ownership and its impact on advancing medical research.

Syllabus

Introduction
The Eternal Self Question
France
Medical data belongs to you
Exclusive access to patient data
Dynamic tests
Data
Health Care System
Honeypot Effect
Federated Learning
PrivacyPreserving
Generalization
Other Benefits
Who We Are
Our Mission
How we do this
Data Metro
Technical Platform
Federated Learning Technology
Federated Learning Framework
Challenges
Data normalization
Future projects
NVIDIA
Big Data Analytics
How did you meet people in computer science

Taught by

Stanford Online

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