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As part of Volkswagen Group Innovation, the AI & Data Analytics subdivision deals with the methodology and concept development of digital services for all Volkswagen Group brands. The main topics are the processing and analysis of vehicle data and the integration of artificial intelligence (AI) into digitized and networked vehicles. With the help of AI, aging information and misbehavior of vehicle components are detected, and perception tasks of autonomous driving are solved.
Job Responsibility:
Design and implementation of efficient Birds Eye View (BEV) based segmentation and planning models for autonomous driving
Build robust deep learning architectures capable of processing high-resolution images, improving the prediction performance of BEV perception models
Identify and address bottlenecks in current BEV research, pushing forward the boundaries of BEV-based perception for autonomous applications
Optimize hyperparameters and network architectures using various optimization algorithms
Documentation and presentation of the results
Requirements:
Currently enrolled in a Master’s program in Data Science, Computer Science, Computational Science, Mathematics, or a related field
Very good to good academic achievements
Strong ability to comprehend, analyze, and present research papers within BEV and related domains
Proficiency with PyTorch, CUDA, and other relevant deep learning frameworks
Strong programming skills in Python and/or C#, with experience in CI/CD pipelines to streamline development
Ability to dive in and work independently on a scientific topic
Previous research experiences in the field of BEV perception and 3D Computer Vision is an advantage
German and English Language Level B2
Nice to have:
Previous research experiences in the field of BEV perception and 3D Computer Vision
What we offer:
Opportunity to participate in the research and development of intelligent algorithms in a young and interdisciplinary team
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