Federated
Artificial Intelligence
Federated Learning, Part 1: The Basics of Training Models Where the Data Lives
I the concept of federated learning (FL) through a comic by Google in 2019. It was a superb piece and did a fantastic job at explaining how products can improve without sending user...
Artificial Intelligence
I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found
. Compliance wants fairness. The business wants accuracy. At a small scale, you'll be able to’t have all three. At enterprise scale, something surprising happens.
Disclaimer:
The Regulator’s Paradox
You’re a credit risk manager at a mid-sized...
Artificial Intelligence
Fighting Back Against Attacks in Federated Learning
Federated Learning (FL) is we train AI models. As an alternative of sending all of your sensitive data to a central location, FL keeps the information where it's, and only shares model updates....
Artificial Intelligence
Algorithm Protection within the Context of Federated Learning
While working at a biotech company, we aim to advance ML & AI Algorithms to enable, for instance, brain lesion segmentation to be executed on the hospital/clinic location where patient data resides, so it's...
Artificial Intelligence
From Centralized to Federated Learning
A summary of dataset distribution techniques for Federated Learning on the CIFAR benchmark datasetFederated Learning (FL) is a technique to coach Machine Learning (ML) models in a distributed setting . The thought is that...
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