FEDML Inc.

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, FEDML Nexus AI (https://fedml.ai) is your generative AI platform at scale.

FedNLP

FedNLP: An Industry and Research Integrated Platform for Federated Learning in Natural Language Processing, Backed by FedML, Inc. The Previous Research Version is Accepted to NAACL 2022

FedGraphNN

FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

FedCV

FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks

FedIoT

Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection, backed by FedML, Inc.

SpreadGNN

SpreadGNN: Serverless Multi-Task Learning Framework for Graph Neural Networks. Accepted to AAAI22.

FedML-Mobile

FedML-Mobile: Federated Learning Research Library for Android and iOS Smartphones (supported by FedML framework)

FedML_Quick_Start

llm-finetune

lorax

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

MNN

MNN customized version for federated learning, developed and maintained by FedML, Inc. (https://fedml.ai); MNN is a blazing fast, lightweight deep learning framework, battle-tested

.github

Shadow

Android Plugin Framework

doc.fedml.ai

FedML-Doc

MindAlpha

pytorch

FedML customizes PyTorch to support on-device training (e.g., Android, iOS, IoTs)