PhD Position - Efficient Neural Representation of Datasets | PhD - Effiziente Neuronale Repräsentation von Datensätzen
Robert Bosch GmbH
Job Summary
This PhD position at Bosch focuses on cutting-edge research in Deep Generative Models to enhance data efficiency in real-world Bosch systems. The successful candidate will explore creative applications of generative models (like Stable Diffusion) as controllable dataset representations for training and validating downstream neural networks. Key responsibilities include developing novel learning algorithms to generate relevant data 'on demand' based on the network's needs, thereby improving training efficiency and ensuring desired invariance. Applicants must hold an excellent degree in Computer Science or a related field with a focus on Deep Learning and Computer Vision, possess strong programming skills (especially Python), and have experience with Deep Learning frameworks (TensorFlow, PyTorch). This role offers the opportunity to collaborate with experts at the Bosch Center for AI and publish findings in high-ranking journals and conferences, making it an attractive opportunity for aspiring AI researchers.
Required Skills
Education
Excellent degree in Computer Science or a related field with a focus on Computer Vision and Deep Learning (PhD required)
Experience
- Professional background in Deep Learning and Computer Vision
- Experience with Deep-Learning frameworks (TensorFlow, PyTorch)
- Very good programming skills (especially Python) required
- Practical experience with Deep Generative Modeling and Foundation Models (a plus)
- Experience with publishing peer-reviewed research papers (a plus)
Languages
Additional
- Submission of all relevant documents (including CV and certificates) required.
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