platform

An enterprise-grade federated
data science platform built for the age of AI

Take your privacy-preserving collaborations from proof-of-concept experiments to fully-compliant production workflows. Including the first ever desktop app for federated AI

APP

The power of Bitfount in a fully no-code desktop application

Install on your laptop or on a cloud VM and start participating in federated projects in minutes

Register datasets, manage projects, run tasks

Pre-configured, customisable task templates

Results available locally in CSV and PDF formats

Available for Windows and Mac

sdk

Integrate federated data science into workflows with flexible Python SDK

Fully interoperable with the Bitfount App and Hub

Easy to install: pip install bitfount

Guides and interactive tutorials

Loggers for your favourite ML experimentation tools

Docker image available

hub

The cloud control centre for your federated data collaborations

Create, manage and monitor projects from anywhere

SaaS platform including project creation and management

Dataset-, model- and task template discovery

Administer role-based access controls (RBAC)

Audit trail, API key management, user admin and more

Platform capabilities

Federated inference

Run models on remote datasets or pull down others’ models

Learn more

Federated analytics

Distribute analytics queries and safely combine the results

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Secure aggregation

Combine analysis results without revealing individual contributions

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Private fine-tuning

Customise foundation models locally on your own private data

Learn more

Starting with Bitfount is simple, fast, and free.