Federated Learning Python Packages

flwr

Flower: A Friendly Federated AI Framework

flwr-nightly

Flower: A Friendly Federated AI Framework

medmnist

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

nvflare

NVIDIA Federated Learning Application Runtime Environment

flwr-datasets

Flower: A Friendly Federated AI Framework

syft

Perform data science on data that remains in someone else's server

bazinga-indeed

BAZINGA - Distributed AI that belongs to everyone

openfl-nightly

An Open Framework for Federated Learning.

fedn

Scaleout Edge: Sovereign Edge AI orchestration and Federated Learning

secretflow

A unified framework for privacy-preserving data analysis and machine learning

secretflow-serving-lib

SecretFlow-Serving is a serving system for privacy-preserving machine learning models.

zakuro-ai

Python code of the Zakuro platform.

fedml

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

secretflow-lite

SecretFlow Lite

flgo

An experimental platform for federated learning.

ifra

Interpretable Federated Rule Algorithm

fed-rag

A framework for fine-tuning retrieval-augmented generation (RAG) systems.

substra

Low-level Python library used to interact with a Substra network

fugusashi

Fugusashi — Federated Learning of LLM Routing with Human-Interpretable Decisions. Open-source alternative to Sakana AI Fugu.

fairswarm

FairSwarm: Provably fair particle swarm optimization for federated learning coalition selection. This library is for academic research with commercialization available by contacting Tenicka Norwood

crdt-merge

Mathematically proven conflict-free merge for AI model weights, datasets, and agent memory with recursive trust-delta entanglement. Zero dependencies. Patent protected.

scaleout

A client library for the Scaleout Edge

scaleoututil

A library for shared resources in the Scaleout Edge

fluke-fl

Federated learning framework made by researchers for researchers :)