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BM
BMW Group
last mo.

Master Thesis Multi-Targets Distilled End-to-End Autonomous Driving(m/w/x)

München, Unterschleißheim
Full-timeInternshipWith Home Office
AI/ML
Data Science

Description

In this role, you will dive into the world of autonomous driving by reviewing literature, identifying research gaps, and assisting in the development and evaluation of innovative driving models alongside experienced engineers.

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Requirements

  • Studies in computer science, electrical engineering, robotics, or related field with focus on machine learning, deep learning, or artificial intelligence
  • Strong understanding of Transformer-based models and attention mechanisms
  • Experience with modern end-to-end autonomous driving architectures with BEV representation
  • Familiarity with NAVSIM, Bench2Drive, nuPlan, nuScenes, or CARLA benchmarks
  • Proficient programming skills in Python, PyTorch, and NumPy
  • Experience in configuring environments using docker, conda, or python virtual environments
  • Good English skills; German is a plus

Education

Bachelor's degree
OR
Currently in higher education

Tasks

  • Conduct an in-depth literature review on end-to-end autonomous driving
  • Identify research gaps in autonomous driving technologies
  • Support the development of an end-to-end autonomous driving model
  • Evaluate the model on modern public benchmarks
  • Contribute to publishing research results
  • Collaborate with software developers and machine learning engineers

Tools & Technologies

PythonPyTorchNumPydockerconda

Languages

EnglishBusiness Fluent

GermanBasic

Benefits

Competitive Pay

  • Attractive and fair compensation

Mentorship & Coaching

  • Comprehensive mentoring and onboarding

Other Benefits

  • Personal and professional development
  • Apartments for students

Flexible Working

  • Flexible working hours
  • Mobile work
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