Expert in Trustworthy AI with Emphasis on Out-of-Distribution Detection

2 weken geleden


Eindhoven, Noord-Brabant, Nederland Eindhoven University of Technology Voltijd
Establishing Trust in Deep Learning Models

We are seeking a highly skilled researcher to contribute to the development of innovative solutions for trustworthy AI. The increasing importance of ensuring AI systems are reliable and transparent has led to a significant growth in research initiatives focused on this area.

In machine learning, models typically perform well on input data they were trained on but struggle to indicate when they are unsure or lack confidence in their predictions, particularly when faced with out-of-distribution (OOD) data. Our goal is to provide theoretically founded OOD detection methods as a stepping stone toward more trustworthy machine learning models that can identify their limitations.

This project involves collaboration between the Data and AI cluster from TU/e and NXP, offering a unique opportunity to experience and build a network in both academic and industrial research settings.

The position will be supervised by Professors Wil Michiels and Sibylle Hess, providing guidance and support throughout the research process.

Key Responsibilities
  • Develop novel ideas for establishing trust in deep learning models
  • Contribute to the creation of theoretically founded OOD detection methods
  • Collaborate with the research team to achieve project goals
Requirements
  • A master's degree in Mathematics, Computer Science, or a related field
  • Experience in programming and empirical analysis in Deep Learning
  • Excellent problem-solving skills and ability to work independently and collaboratively
  • Strong written and oral communication skills in English
Benefits
  • Full-time employment for four years with an intermediate evaluation after nine months
  • Salary and benefits in accordance with the Collective Labour Agreement for Dutch Universities, scale P (min. €2,872 max. €3,670)
  • A year-end bonus of 8.3% and annual vacation pay of 8%
  • High-quality training programs and other support to grow into a self-aware, autonomous scientific researcher
  • An excellent technical infrastructure, on-campus children's day care and sports facilities
Estimated Salary: €2,872 - €3,670 per month

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