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PhD Position in AI Model Audit

il y a 1 mois


Palaiseau, Île-de-France INRIA Temps plein
Job Description

Context and Objectives

The PhD student will work on the development of mathematical tools and methods for auditing and validating AI systems. The goal is to provide a comprehensive characterization of errors in probabilistic predictions and to enable answers as tight as possible at the individual level.

Environment

The PhD will take place at Inria Saclay, in the Soda team. The team is composed of 25 people with 4 PIs doing computational and statistical research, both fundamental and applied, to harness large databases on health and society.

Responsibilities

  • Finding and reading related bibliographic material
  • Formalizing the problem
  • Deriving mathematical results and related algorithms
  • Numerical implementation and experimentation
  • Writing corresponding publications

Requirements

  • Good written and spoken English proficiency
  • Proficiency in Python, numpy, and scikit-learn
  • Knowledge of mathematics, statistics, and computer-science fundamentals of machine learning
  • Good statistical background, with machine learning knowledge
  • Curious mindset

Benefits

  • Subsidized meals
  • Partial reimbursement of public transport costs
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
  • Possibility of teleworking and flexible organization of working hours
  • Professional equipment available (videoconferencing, loan of computer equipment, etc.)
  • Social, cultural and sports events and activities
  • Access to vocational training
  • Social security coverage

Salary

Minimum remuneration: 2,100 € gross/month