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Perform data science on data that remains in someone else's server
- deep-learning
- secure-computation
- pytorch
- privacy
A unified ecosystem and workspace for large-scale federated learning of Large Models & LLMS. Store compute as Wifi
- compute-orchestration
- distributed-systems
- edge-computing
- edge-intelligence
🛡️ Windows Hello™ style facial authentication for Linux
Flower: A Friendly Federated AI Framework
- flower
- federated-learning
- federated-learning-framework
- federated-analytics
An Industrial Grade Federated Learning Framework
- fate
- machine-learning
- federated-learning
- privacy-preserving
A unified ecosystem and workspace for large-scale federated learning, bridging the gap between centralized model evolution and decentralized edge intelligence.
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
The central nervous system and backend orchestrator for Fractal. It handles multi-tenant task scheduling, real-time TFLOPs budgeting, and federated weight aggregation using FedAvg.
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
- agents
- ai
- api-gateway
- asyncio
Realtime Web Apps and Dashboards for Python and R
- app
- dashboard
- visualization
- 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.
- federated-learning
- deep-learning
- distributed-training
- edge-ai
AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.
- search
- search-engine
- federated-query
- federated-search
An open-source framework for machine learning and other computations on decentralized data.
Native speech-to-text for Linux - Fast, accurate, private, and hackable system-wide dictation
A federated social home
- django
- django-channels
- federation
- diaspora
Kaapana is an open source toolkit for state of the art platform provisioning in the field of medical data analysis. The applications comprise AI-based workflows and federated learning scenarios with a focus on radiological and radiotherapeutic imaging. The name Kaapana comes from the Hawaiian word kaʻāpana, meaning "distributor" or "part".
- imaging
- ai
- cloud-computing
- medical-imaging
区块链协作的联邦原型学习，结合语义加权对比学习与原型收缩，通过智能合约校验训练轮次、客户端提交和聚合状态。
The content management system (CMS) for the new Federal Election Commission website.
Source-available semantic and context layer, rule engine, and semantic sidecar for agentic AI and governed analytics. Compiles declarative YAML models into optimized SQL, KPIs, and semantic context across 8 SQL dialects.
- clickhouse
- databricks
- dremio
- postgresql
A tool to catch spoofed NBNS responses.
Proof Of Concept of DEcentralised Machine Learning on top of the Golem (https://golem.network/) architecture
- golem
- decentralised-machine-learning
- federated-learning
Library for interacting through the SPI protocol with an 'Analog Devices ADXL345' accelerometer from an MCU flashed with MicroPython. Methods are optimised for trying to reach max available sampling rate for this device
- micropython
- micropython-esp32
- esp32
- accelerometer
Prompt-injection firewall for LLM applications — 33 input detectors, 9 output scanners, federated ed25519-signed threat-intel feed. Apache 2.0, 1040 tests, F1 96.0% with 0% false positives. Docker, GitHub Action, LangChain/LlamaIndex/CrewAI integrations.
- agentic-ai
- ai-safety
- fastapi
- langchain