Aktuelle Jobs im Zusammenhang mit PhD Researcher in Interpretable Machine Learning - Munich, Bayern - Statistical Learning and Data Science - Ludwig Maximilian University of Munich - Munich Center for Machine Learning
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PhD Researcher in Interpretable Machine Learning
vor 2 Monaten
We are seeking a highly motivated PhD candidate to join our esteemed research group dedicated to advancing the field of Interpretable Machine Learning and Explainable AI.
As part of the Chair of Statistical Learning and Data Science at Ludwig-Maximilians-Universität München, you will contribute to cutting-edge research under the guidance of Prof. Dr. Bernd Bischl, a leading expert in the field and director of the Munich Center for Machine Learning.
Your Research Focus:
This PhD position centers on enhancing the interpretability of machine learning models trained on tabular data. You will explore a wide range of interpretation methods, including regional explanations that bridge the gap between local and global interpretability, as well as innovative techniques to improve overall model explainability.
Responsibilities:
- Conduct rigorous research at the intersection of machine learning and statistics to develop novel methods for interpreting predictive models.
- Disseminate your findings through publications in top-tier academic journals and presentations at international conferences.
- Collaborate effectively with fellow researchers, contributing to ongoing projects and open-source software initiatives.
- Support teaching activities by assisting in the development of course materials for machine learning courses offered at LMU.
Qualifications:
- A Master's degree in statistics, mathematics, data science, computer science, or a closely related field is required.
- A strong theoretical foundation in both machine learning and statistics is essential for success in this role.
- Proficiency in programming languages such as R and/or Python is crucial.
- Familiarity with interpretable machine learning methods, particularly model-agnostic approaches, is highly advantageous.
- Excellent written and verbal communication skills in English are necessary.
Benefits:
- This fully funded PhD position offers a three-year commitment with the potential for extension.
- Engage in intellectually stimulating research projects within a dynamic and rapidly evolving field.
- Benefit from a supportive and collaborative research environment at a world-renowned German university.
- Enjoy opportunities for international networking and collaboration with leading researchers in the field.
- Receive comprehensive support, guidance, and mentorship throughout your PhD journey from experienced researchers.
