vantage6-common 1.0.0b3

Vantage6 common

vantage6-common

A federated learning solution

This repository is part of the vantage6 solution. Vantage6 allowes to execute computations on federated datasets. This repository contains a common classes, methods, constants that are shared between the packages.

:pray: Motivation

The growing complexity of cancer diagnosis and treatment requires data sets that are larger than currently available in a single hospital or even in cancer registries. However, sharing patient data is difficult due to patient privacy and data protection needs. Federated learning technology has the potential to overcome these limitations. In this approach, organizations can collaborate by exchanging aggregated data and/or statistics while keeping the underlying data safely on site and undisclosed. This repository contains software (and instructions) to setup a federated learning infrastructure.

For an overview of the architecture and information on how to use the infrastructure, please see https://vantage6.ai. For documentation, please see https://docs.distributedlearning.ai/.

Installation

See the documentation for detailed instructions on how to install the server and nodes.