Decentralized Machine Learning Developer for Medicine

il y a 2 jours


Villeneuved'Ascq, Hauts-de-France Inria Temps plein
About the Project

The DecLearn project is an open-source library developed by the INRIA-MAGNET team in collaboration with the Lille Hospital. The goal of this project is to create a decentralized and privacy-preserving machine learning framework for multi-centric medical studies.

As a Private and Federated Machine Learning Specialist, you will play a crucial role in extending and consolidating the existing library, integrating it with information systems of partner hospitals, and deploying it in real-world conditions.

Responsibilities
  • Implement federated and privacy-preserving algorithms for machine learning.
  • Integrate these developments with information systems of partner hospitals.
  • Deploy the library in real-world conditions and experiment on synthetic and medical data.
  • Publish open source code and integrate it into existing libraries.
  • Publish scientific results in medical and computer science conferences.
Requirements
  • Strong programming skills, preferably in Python, C/C++, R, or Bash scripting.
  • Good understanding of scientific papers on machine learning.
  • Excellent communication skills, including the ability to communicate with software development communities and animate git workflow.


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