federated-analytics

Flower: A Friendly Federated AI Framework

NVIDIA Federated Learning Application Runtime Environment

An Open Framework for Federated Learning.

The first open Federated Learning framework implemented in C++ and Python.

Privacy-Preserving Data Analysis using Pandas

A Cohort Discovery Task Resolver.

Central services for the FLAME platform (PrivateAIM), privacy-preserving federated analytics across distributed institutions: analysis orchestration, object storage, telemetry & real-time messaging.

Jupyter Notebooks examples for Vantage6 from a researcher's perspective

A Federated Proxy for Cohort Discovery

A testbed for Flower Framework

Quantifying statistical heterogeneity using a single-client skewness measure

FLAME Node, node-side (data-station) services for the FLAME platform: a privacy-preserving analytics infrastructure for federated data analysis across distributed institutions.

Vantage6 algorithm that returns column names

Repository for the paper "On the Federated Detection of Hate Speech"

Atropos Health is a Stanford-spinout, New York / Bay Area real-world evidence (RWE) company founded in 2020 by Nigam Shah, Brigham Hyde, and Saurabh Gombar to close the medical "evidence gap" by converting routine healthcare data into publication-grade observational studies in minutes instead of months.

Simulates policy-gated decisions across synthetic data custodians.