denoslab/starfish-fl
Starfish-FL is an essential component of the STARFISH project. It focuses on federated learning and analysis for the Analysis Mandate function of STARFISH.
This framework helps biostatisticians, clinical researchers, and data scientists collaboratively build machine learning models without directly sharing sensitive datasets. It takes diverse data from multiple organizations, such as patient records or operational logs, and produces shared analytical models and insights. Anyone who needs to perform advanced statistical analysis or predict outcomes while preserving data privacy can use this.
Use this if you need to train machine learning models across distributed datasets in fields like healthcare, finance, or carbon-aware computing, where data privacy and security are paramount.
Not ideal if your data can be easily centralized for model training, as the overhead of a federated system might not be necessary.
Stars
79
Forks
3
Language
Python
License
Apache-2.0
Category
Last pushed
Mar 13, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/agents/denoslab/starfish-fl"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
4thfever/cultivation-world-simulator
基于 AI Agent 工作流的修仙世界模拟器，旨在还原智能、开放的仙侠世界。| An open-source Cultivation World Simulator using...
nikmcfly/MiroFish-Offline
Offline multi-agent simulation & prediction engine. English fork of MiroFish with Neo4j + Ollama...
oil-oil/wolfcha
AI-powered Werewolf (Mafia) social deduction game where every player is controlled by top LLMs...
KsanaDock/Microverse
A god-simulation sandbox game built on Godot 4 as a multi-agent AI social simulation system. In...
yasserfarouk/negmas
Negotiation Multi-Agent System (A negotiation library designed for situated negotiations within...