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visenger/awesome-mlops

A curated list of references for MLOps, the practice of managing and automating machine learning workflows.

13.8K
Archived
ML Ops
#machine-learning#devops#data-science

OpenMined/PySyft

A Python library for secure and private machine learning using federated learning and differential privacy

9.9K
Experimental
Python
Federated Learning
PyTorch
#cryptography#privacy#federated-learning

adap/flower

Flower is a federated learning framework that enables machine learning on decentralized data.

6.7K
Active
Python
LLM Frameworks
Federated Learning
PyTorch
#federated-learning#machine-learning#ai

FedML-AI/FedML

A unified and scalable ML library for large-scale distributed training, model serving, and federated learning.

4.0K
Stable
Python
ML Ops
Inference
React
#ai#machine-learning#federated-learning

chaoyanghe/Awesome-Federated-Learning

An integrated federated learning library for research and production use cases.

2.0K
Archived
ML Ops
API Clients & Testing
#federated-learning#distributed-optimization#communication-efficiency

youngfish42/Awesome-FL

Comprehensive collection of federated learning resources (papers, frameworks, datasets, tutorials, etc.)

2.0K
Stable
Python
LLM Frameworks
Databases
#federated-learning#machine-learning#artificial-intelligence

alibaba/FederatedScope

An easy-to-use federated learning platform for developers building AI/ML applications.

1.5K
Archived
Python
LLM Frameworks
API Frameworks
PyTorch
#federated-learning#machine-learning#distributed-computing

shaoxiongji/federated-learning

A PyTorch implementation of Federated Learning, a distributed machine learning technique.

1.5K
Archived
Python
LLM Frameworks
API Frameworks
PyTorch
#federated-learning#distributed-ml#pytorch

AshwinRJ/Federated-Learning-PyTorch

An implementation of federated learning, a distributed machine learning technique, using PyTorch.

1.4K
Archived
Python
Federated Learning
API Frameworks
PyTorch
#deep-learning#distributed-computing#federated-learning

primihub/primihub

An open-source privacy-preserving computing platform for secure multi-party computation and federated learning.

1.4K
Stable
C++
C++
#privacy-preserving#multi-party-computation#federated-learning

MedMNIST/MedMNIST

Standardized datasets for 2D and 3D biomedical image classification

1.3K
Archived
Python
PyTorch
#biomedical-image-classification#medical-image-analysis#image-processing

lokinko/Federated-Learning

Federated learning library for distributed AI model training across multiple devices or servers.

1.2K
Archived
LLM Frameworks
API Frameworks
React
#federated-learning#distributed-training#machine-learning

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