Category: Federated Learning

Federated Learning, Part 2: Implementation with the Flower Framework 🌼

Federated Learning, Part 2: Implementation with the Flower Framework 🌼 Implementing cross-silo federated learning step by step The post Federated Learning, Part 2: Implementation with the Flower Framework 🌼 appeared first on Towards Data Science. Parul Pandey Go to original source

January 29, 2026
Federated Learning, Part 1: The Basics of Training Models Where the Data Lives

Federated Learning, Part 1: The Basics of Training Models Where the Data Lives Understanding the foundations of federated learning The post Federated Learning, Part 1: The Basics of Training Models Where the Data Lives appeared first on Towards Data Science. Parul Pandey Go to original source

January 11, 2026
I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found

I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found Why privacy breaks fairness at small scale—and how collaboration fixes both without sharing a single record The post I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found appeared first on Towards Data Science. Arjun Kaarat Go…

January 8, 2026
Federated Learning and Custom Aggregation Schemes

Federated Learning and Custom Aggregation Schemes A practical guide to designing and analyzing robust aggregation strategies The post Federated Learning and Custom Aggregation Schemes appeared first on Towards Data Science. Salman Toor Go to original source

October 23, 2025
Fighting Back Against Attacks in Federated Learning

Fighting Back Against Attacks in Federated Learning Lessons from a multi-node simulator The post Fighting Back Against Attacks in Federated Learning appeared first on Towards Data Science. Salman Toor Go to original source

September 11, 2025
Algorithm Protection in the Context of Federated Learning

Algorithm Protection in the Context of Federated Learning While working at a biotech company, we aim to advance ML & AI Algorithms to enable, for example, brain lesion segmentation to be executed at the hospital/clinic location where patient data resides, so it is processed in a secure manner. This, in essence, is guaranteed by federated…

March 21, 2025