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Master's Thesis in Data Science

2 maanden geleden


Veenendaal, Utrecht, Nederland Info Support Voltijd
About the Project

We are seeking a highly motivated and skilled researcher to join our team at Info Support, a leading provider of custom software, data, and AI solutions. The successful candidate will have the opportunity to work on a challenging project that involves designing a new evaluation metric to automatically determine the practicality of counterfactual explanations.

Project Overview

Counterfactual explanations are a type of explainable AI that proposes minimal changes to the input data that would lead to a different model output. However, current counterfactual explanations are not aware of the semantics of the input features, which can lead to impractical or even impossible changes. Our goal is to develop a metric that can automatically evaluate the practicality of counterfactual explanations, taking into account the semantic understanding of the input features.

Responsibilities
  • Design and develop a new evaluation metric for counterfactual explanations
  • Integrate advanced language models like GPT to gauge the practicality of counterfactuals
  • Conduct a user study to evaluate the practicality of different state-of-the-art counterfactual techniques
  • Compare the accuracy of the proposed metric with human evaluations
Requirements
  • Master's degree in a relevant field (e.g. computer science, data science, AI)
  • Strong background in machine learning and AI
  • Experience with language models and natural language processing
  • Excellent programming skills (e.g. Python, R)
  • Good communication and teamwork skills
What We Offer
  • A challenging and rewarding project that contributes to the development of explainable AI
  • A competitive salary and benefits package
  • The opportunity to work with a talented team of researchers and developers
  • Access to state-of-the-art technology and resources
  • Professional guidance and support
About Info Support

Info Support is a leading provider of custom software, data, and AI solutions. We specialize in providing innovative solutions for complex software issues and have a strong focus on research and development. Our team is passionate about using technology to make a positive impact and we are committed to delivering high-quality solutions that meet the needs of our clients.