Skip to main content

Package and utilities for distributed learning

Project description

[![Codacy Badge](https://api.codacy.com/project/badge/Grade/bcde6ed5c77440c6969462bfead0774c)](https://app.codacy.com/app/frankcorneliusmartin/ppDLI?utm_source=github.com&utm_medium=referral&utm_content=IKNL/ppDLI&utm_campaign=Badge_Grade_Dashboard)

[![PyPI version](https://badge.fury.io/py/ppDLI.svg)](https://badge.fury.io/py/ppDLI)

[![Build Status](https://travis-ci.com/IKNL/ppDLI.svg?branch=master)](https://travis-ci.com/IKNL/ppDLI)

# Introduction

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. Privacy preserving distributed learning technology has the potential to overcome these limitations. In this setting 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 distributed learning infrastructure.

For an overview of the architecture and information on how to use the infrastructure, please see [https://distributedlearning.ai](https://distributedlearning.ai). For documentation please see [https://distributedlearning.readme.io](https://distributedlearning.readme.io).

## Hardware and software requirements

### Server

Running the central server requires a (virtual) machine that:

  • is accessible from the internet
  • has Python 3.6+ and the vantage package installed (pip install vantage)

### Node

Running a node/site requires a (virtual) machine that has:

  • Python 3.6+ and the vantage package installed (pip install vantage)
  • Docker CE installed (the user running the node software needs to have the proper permissions to perform docker commands)
  • Access to a local data store
  • Access to the internet and/or central server

## Installation

See the [readme.io](https://docs.distributedlearning.ai) for detailed instructions on how to install the server and nodes.

Platform: UNKNOWN Requires-Python: >=3 Description-Content-Type: text/markdown

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Files for vantage, version 0.3.0a1
Filename, size File type Python version Upload date Hashes
Filename, size vantage-0.3.0a1.tar.gz (75.0 kB) File type Source Python version None Upload date Hashes View hashes

Supported by

Elastic Elastic Search Pingdom Pingdom Monitoring Google Google BigQuery Sentry Sentry Error logging AWS AWS Cloud computing DataDog DataDog Monitoring Fastly Fastly CDN SignalFx SignalFx Supporter DigiCert DigiCert EV certificate StatusPage StatusPage Status page