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Federated Learning Python Packages

Python packages with the GitHub topic federated-learning. Sorted by relevance, with stars and monthly downloads.
flwrlabs
flwr

Flower: A Friendly Federated AI Framework

367K 7K 1K
flwrlabs
flwr-nightly

Flower: A Friendly Federated AI Framework

67K 7K 1K
MedMNIST
medmnist

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

46K 1K 207
adap
flwr-datasets

Flower: A Friendly Federated AI Framework

30K 7K 1K
OpenMined
syft

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

27K 10K 2K
NVIDIA
nvflare

NVIDIA Federated Learning Application Runtime Environment

26K 934 257
scaleoutsystems
fedn

Scaleout Edge: Sovereign Edge AI orchestration and Federated Learning

7K 168 43
0x-auth
bazinga-indeed

BAZINGA - The first AI you actually own. Free, private, works offline. Multi-AI consensus through φ-coherence. TrD + TD = 1.

7K 2 0
securefederatedai
openfl-nightly

An Open Framework for Federated Learning.

4K 838 235
secretflow
secretflow

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

4K 3K 476
secretflow
secretflow-serving-lib

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

4K 16 6
FedML-AI
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.

3K 4K 766
secretflow
secretflow-lite

SecretFlow Lite

2K 3K 476
WwZzz
flgo

An experimental platform for federated learning.

2K 628 104
Substra
substra

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

2K 278 35
dataeducator
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

2K 0 0
mgillr
crdt-merge

Conflict-free merge for DataFrames, JSON, ML models & distributed agents — powered by CRDTs. The first merge library where every operation is mathematically guaranteed to converge.

2K 3 0
londonaicentre
flip-utils

Federated Learning Interoperability Platform Base Federated Learning Utilities

1K 2 1
Advestis
ifra

This algorithm generates an interpretable explaining ruleset based on a target Y and features X through a federated learning, where each node generates a ruleset from a single decision tree.

1K 4 0
VectorInstitute
fed-rag

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

1K 146 29
ray-project
rayfed-nightly

A multiple parties joint, distributed execution engine based on Ray,to help build your own federated learning frameworks in minutes.

853 96 23
anishacharya
decopt

In compressed decentralized optimization settings, there are benefits to having multiple gossip steps between subsequent gradient iterations, even when the cost of doing so is appropriately accounted for e.g. by means of reducing the precision of compressed information.

837 3 0
Gubbeklubben
fenris

FENRIS - Federated Extensible Norwegian Research Interface for Synthetic data. Fenris is an extensible benchmarking framework for federated synthetic tabular data generators.

835 2 0
scaleoutsystems
scaleoututil

Scaleout Edge: Sovereign Edge AI orchestration and Federated Learning

803 168 43
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