Introduction

Welcome to AI Pocket References: Federated Learning (FL) Collection. This compilation encapsulates core concepts as well as advanced methods for implementing FL — one of the main techniques for building AI models in a decentralized setting.

Be sure to check out our other collections of AI Pocket References!

Core Concepts

Client

Server

Aggregation Strategy

Horizontal FL

Aggregation Strategies

FedAdam

FedProx

MOON

Personalized FL

Ditto

FedPer

Fenda

Vertical FL

Advanced Strategies