Doctoral Researcher in Photonic Data Science | Doktorand:in der Forschungsabteilung Photonic Data Science (m/w/d)
Leibniz-Institut für Photonische Technologien
Job Summary
This doctoral researcher position at the Leibniz Institute for Photonic Technologies (Leibniz-IPHT) focuses on developing a comprehensive data pipeline for Mid-Infrared (IR) spectroscopy in biomedical applications. The role involves systematically investigating spectral analysis steps, including preprocessing methods to remove artifacts, implementing quality control, and developing machine learning and deep learning models to extract meaningful biomedical insights from spectral data. The successful candidate will contribute to a cutting-edge field, leveraging IR spectroscopy's non-invasive properties for biomedical research. This position offers an engaging, interdisciplinary environment within a world-class research institute, providing extensive training and access to state-of-the-art facilities in Jena, a vibrant city of science.
Required Skills
Education
Master's degree in a scientific field such as Electrical Engineering or Computer Science
Experience
- Research and development of approaches for standardizing IR spectral data preprocessing
- Research and implementation of quality control markers for IR spectral data
- Development of feature extraction and statistical models based on machine learning and deep learning
- Building a complete data pipeline for IR spectral analysis, including experimentation
- Professional experience in data science methods
- Good experience with Python, R, or Matlab
- Experience with deep learning approaches (e.g., UNet, GAN) is ideal
- Understanding of IR techniques (e.g., O-PTR) and/or similar photonic technologies is desirable
Languages
Additional
- Part-time (65%) position. Initial contract for 3 years, with potential for extension. Position starts January 1, 2026.
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