Academic Staff Member - PhD Thesis: Model Compression for Resource Efficiency | Akademische*r Mitarbeiter*in - PhD thesis / Doktorarbeit: Model compression for resource efficient
Hochschule für Technik, Wirtschaft u. Medien Offenburg
Job Summary
This role is a unique opportunity for an Academic Staff Member to pursue a PhD thesis focused on Model Compression for Resource Efficient Deep Learning within the 'Lab2Device' research project at Offenburg University of Applied Sciences. The successful candidate will independently conduct research tasks, publish findings, and translate research results into functional applications, while also guiding students. The core objective is to develop novel Model Compression techniques (such as quantization, pruning, and knowledge distillation) that minimize resource consumption (memory, latency, energy) on embedded systems with minimal impact on model performance. Working in an interdisciplinary team, this position is ideal for someone with strong programming skills, practical experience in modern Machine Learning frameworks, and an interest in creative, interdisciplinary problem-solving.
Required Skills
Education
Completed scientific university degree (Master or equivalent) in Computer Science, Statistics, Electrical Engineering, or Information Technology
Experience
- Demonstrable programming skills (Python, C/C++)
- Very good knowledge and practical experience with modern Machine Learning methods and frameworks (PyTorch and/or JAX)
- At least basic knowledge of Embedded Systems
Languages
Additional
- The position is full-time (100%) and temporary for 3.5 years (limited contract). Requires successful completion of a Master's degree equivalent to a German scientific university degree.
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