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Thesis: Towards AI-Assisted Annotation of Industrial Image Datasets
Sonstige
• Vor Ort
• Vollzeit
•
Waldkirch (near Freiburg), Deutschland
Summer Semester 2027 – limited to 3–6 months
YOUR TASKS:
- Work with large-scale image datasets from real-world industrial applications to support the development of high-performance AI models.
- Investigate existing data annotation methods and develop automated annotation pipelines to make the current semi-automated, iterative, and time-consuming process more efficient.
- Develop solutions for novel industrial use cases where only a limited amount of labeled training data is available.
- Investigate and evaluate one or more of the following approaches as part of your thesis:
- Active Learning
- Ensemble Learning
- Model Distillation
- Synthetic Data Generation
- Hyperparameter Optimization
YOUR PROFILE:
- Currently pursuing a degree in Artificial Intelligence, Computer Science, Mathematics, or a comparable field
- Good command of English
- Programming skills in Python and PyTorch, as well as experience working with REST APIs
- Knowledge of Deep Learning, Computer Vision, and Hyperparameter Optimization
- Independent, structured, and analytical approach to work
- Interest in scientific research and innovative solutions in the field of Artificial Intelligence
- Creativity and enthusiasm for exploring and implementing new methods in practice
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