Katharine Jarmul
Katharine Jarmul is a privacy activist, author of Practical Data Privacy and data scientist in Berlin, Germany. Her newsletter on privacy, Probably Private, covers the intersection of privacy, mathematics, probability and machine learning / data science.
Probably Private
Homepage –Session
08-28
10:30
30min
Federated Learning: Where we are and where we need to be
Katharine Jarmul
In this talk, we'll review the landscape of open-source federated learning libraries with a lens on actual real world data problems, use cases and actors who could benefit from federated learning. We'll then analyze gaps, weaknesses and explore new ways we could formulate federated learning problems (and their associated libraries!) to build more useful software and use decentralized machine learning in real world use cases.
Machine and Deep Learning
Room 7