Flower: A Friendly Federated AI Framework

Minimal example utilizing fastapi and celery with RabbitMQ for task queue, Redis for celery backend and flower for monitoring the celery tasks.

Clearly see and debug your celery cluster in real time!

FastAPI - Tortoise ORM - Celery - Docker template

HeFlwr: Federated Learning for Heterogeneous Devices

Django Celery Tutorial

🏠 A web application written in FastAPI and a console application for scraping and parsing data enabling the collection of offers for apartments, houses and other premises for both rent and purchase

FastAPI clean architecture example

Federated Learning Interoperability Platform

Federated Learning for Intrusion Detection System using the Flower framework and UNSW_NB15 dataset.

A simple and secure raffle platform with instant result generation

[IEEE TII 2025] Official Implementation for "Dual-Detector Reoptimization for Federated Weakly Supervised Video Anomaly Detection via Adaptive Dynamic Recursive Mapping"

Easy-to-use utilities to build privacy-preserving AI.

Simple simulation of federated learning (FedAvg) using Flower framework

Celery + Flower + Docker + Nginx + Basic Auth

Digital menu QR code generator app backend

Oнлайн-магазин бытовой техники. Реализован с помощью FastAPI. Используется асинхронный подход к запросам к базе данных.

Flask + Celery distributed task queue Demo

A microservices demo built with celery and fastapi.

Using Flower federated learning with scikit-learn random forest