A curated list of references for MLOps
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Nov 21, 2024
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federated-learning
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Perform data science on data that remains in someone else's server
python cryptography privacy deep-learning pytorch hacktoberfest secure-computation syft federated-learning
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Jul 15, 2025 - Python
Flower: A Friendly Federated AI Framework
android python raspberry-pi ios machine-learning framework ai deep-learning cpp tensorflow scikit-learn grpc pytorch artificial-intelligence flower federated-learning federated-learning-framework federated-analytics fleet-learning fleet-intelligence
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Oct 23, 2025 - Python
An Industrial Grade Federated Learning Framework
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Nov 19, 2024 - Python
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.
machine-learning deep-learning inference-engine model-deployment model-serving distributed-training federated-learning mlops edge-ai ai-agent on-device-training
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Aug 11, 2025 - Python
A unified framework for privacy-preserving data analysis and machine learning
machine-learning data-analysis homomorphic-encryption differential-privacy privacy-preserving federated-learning trusted-execution-environment private-set-intersection split-learning secure-multiparty-computation confidential-computing
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Oct 11, 2025 - Python
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
security machine-learning computer-vision deep-learning distributed-computing differential-privacy edge-computing federated-learning privacy-preserving-machine-learning
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May 30, 2024
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
machine-learning privacy computer-vision semi-supervised-learning transfer-learning wireless-communication distributed-optimization interpretability neural-architecture-search federated-learning continual-learning vertical-federated-learning non-iid decentralized-federated-learning hierarchical-federated-learning adversarial-attack-and-defense communication-efficiency straggler-problem computation-efficiency incentive-mechanism
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Sep 3, 2022
Master Federated Learning in 2 Hours—Run It on Your PC!
python iot privacy attack distributed-computing pytorch personalization imagenet differential-privacy privacy-protection heterogeneity federated-learning dlg non-iid domainnet
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Sep 25, 2025 - Python
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
security machine-learning natural-language-processing information-retrieval data-mining awesome privacy database computer-vision system deep-learning graph paper tabular-data efficiency artificial-intelligence knowledge-graph federated-learning graph-neural-networks federated-learning-framework
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Oct 5, 2025 - Python
An easy-to-use federated learning platform
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Aug 10, 2024 - Python
A PyTorch Implementation of Federated Learning
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Jul 25, 2024 - Python
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
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May 7, 2024 - Python
Privacy-Preserving Computing Platform 由密码学专家团队打造的开源隐私计算平台,支持多方安全计算、联邦学习、隐私求交、匿踪查询等。
security-protocol mpc psi hacktoberfest pir multi-party-computation privacy-preserving fl federated-learning private-information-retrieval private-set-intersection
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Oct 22, 2025 - C++
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
benchmark machine-learning deep-learning pytorch medical dataset medical-imaging mnist classification medical-image-computing multi-modal 3d 2d automl decathlon medical-image-analysis federated-learning few-shot-learning medmnist
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Jan 11, 2025 - Python
算法刷题指南、Java多线程与高并发、Java集合源码、Spring boot、Spring Cloud等笔记,源码级学习笔记后续也会更新。
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Jun 16, 2023 - HTML
NVIDIA Federated Learning Application Runtime Environment
python decentralized pet privacy-protection federated-learning federated-analytics federated-computing
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Oct 22, 2025 - Python
An Open Framework for Federated Learning.
python federated-learning trusted-execution-environment privacy-preserving-ml federated-analytics federated-evaluation
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Oct 14, 2025 - Python
A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
machine-learning deep-learning pytorch federated-learning federated-learning-framework pytorch-federated-learning fedlab
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Oct 20, 2025 - Jupyter Notebook
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
transportation mpc spatial-analysis data-privacy data-sharing spatial-data-analysis secure-computation differential-privacy spatial-queries swarm-intelligence data-security privacy-preserving multiparty-computation federated-learning data-federation
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Oct 25, 2024 - Java
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