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R&D Intern - Fairness in Deep Learning - Paris

Artefact9th arrondissement of Paris, 75009, Paris, FranceR&D
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Salary
Not listed
Job type
Internship
Experience
Internship
Posted
6 Oct 2026
Status
Open · checked 7d ago

About this role

This master research internship suits students pursuing a degree in applied mathematics, statistics, or machine learning who want to focus on algorithmic fairness in deep learning. Based in the research center of Artefact located in the 9th arrondissement of Paris, France, the position spans four to six months beginning in the winter of 2026-2027.

Role Overview

The research intern will investigate neural networks within a context that aims to guarantee prediction independence regarding continuous sensitive variables such as age, income, or skin color. The selected candidate will work from the Artefact research center in Paris to study how models encode and amplify data biases, focusing on continuous attributes rather than traditional binary or categorical groupings.

Key Responsibilities

Implement existing bias reduction methods using regularizations based on dependency measures like the Hirschfeld-Gebelein-Rényi maximal correlation or Generalized Disparate Impact.
Establish a robust testing protocol to compare current methods while evaluating the trade-off between model performance and fairness.
Design and experiment with novel bias reduction techniques specifically tailored for continuous sensitive variables.
Utilize open-source libraries to maintain a reproducible and easily adoptable codebase throughout the research project.

Requirements

Enrollment in a BAC+4 or BAC+5 program at a university or engineering school.
Academic focus in applied mathematics, statistics, or machine learning.
Availability for a gap-year internship or final-year study internship lasting four to six months starting in the winter of 2026-2027.

Skills and Tools

PyTorch
scikit-learn

About the Company

Artefact is an international data services company specializing in data transformation consulting. The organization bridges data and business to help clients achieve their commercial objectives through tailored artificial intelligence technologies and agile methodologies. With a team of 2,500 employees, the firm operates across the entire value chain from conception and deployment to training and change management.

How to Apply

Interested candidates should submit their application directly on the official Artefact company careers page.

Skills and tech stack

Questions candidates ask

What is the duration and start date of the internship?

The research internship lasts between 4 to 6 months and begins in the winter of 2026-2027.

Where is the position located?

The role takes place at the research center of Artefact in the 9th arrondissement of Paris, 75009, Paris, France.

What educational background is required?

Candidates must be in a BAC+4 or BAC+5 program studying applied mathematics, statistics, or machine learning at a university or engineering school.

What is the main research focus of the internship?

The intern will study neural networks to ensure prediction independence from continuous sensitive variables like age, income, or skin color, and design new bias reduction methods.

What technical libraries will be used during the project?

The intern will use open-source libraries such as PyTorch and scikit-learn.

Ready to apply?

The application is on the official Artefact careers page.

Apply on company site