FedML
Active·★ 4.0k·Apache-2.0·Updated 2025-10-28
★ Trending★ Essential
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.
FedML is a unified and scalable open-source machine learning library powered by TensorOpera AI, enabling training and deployment of AI jobs anywhere at any scale. It offers holistic support for MLOps, scheduling, and high-performance ML libraries, including federated learning, distributed training, and generative AI functionalities.
#Federated Learning#MLOps#Distributed Training#Generative AI#LLMs
01
Features
01Unified and scalable ML library
02Support for Generative AI and LLMs (fine-tuning, deployment)
03Federated Learning platform (on-device, cross-cloud)
04Distributed Training for large and foundational models
05Model serving platform for high scalability and low latency
02
Compatibility
Decentralized GPUs
Native
Verified via docs
Multi-cloud
Native
Verified via docs
Edge Servers
Native
Verified via docs
Smartphones
Native
Verified via docs
On-premise / Hybrid Cloud
Native
Verified via docs
03
Use cases
↳Distributed training and fine-tuning of large models (including LLMs)
↳Scalable deployment and serving of AI models
↳Federated learning across various decentralized environments
04
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