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Master Thesis Out-of-Distribution Detection and Active Learning for Perception (f/m/x)
Jetzt bewerbenStellenbeschreibung
THE FUTURE WILL NEVER SIMPLY WORK IN THEORY.
SHARE YOUR PASSION.
World-leading technologies don’t make it into a BMW until they’ve undergone one of the most challenging journeys imaginable. It takes dynamic teams with outstanding technical skills to take them from the drawing board to the road. That’s why our experts will treat you as part of the team from day one, encourage you to bring your own ideas to the table – and give you the opportunity to really show what you can do.
We, the BMW Group, offer you an interesting and varied master's thesis in the area of autonomous driving perception.
In autonomous driving, state-of-the-art deep neural networks are used for perception tasks like, for example, semantic segmentation or object detection. While the environment in datasets is controlled, in real world application novel classes or unknown disturbances can occur. These cases need to be identified to support safe autonomous driving. Active learning is used to select the most informative samples for annotation and to cover a dataset with as less annotated data as possible.
What awaits you?
- Close collaboration in a team within the BMW research department.
- Explore different active learning approaches for autonomous driving perception.
- Evaluating approaches for out of distribution detection and corner case detection in autonomous driving.
- You are working on state-of-the-art techniques and develop novel approaches on a cluster infrastructure.
Please note that your thesis must be supervised by a university on your part.
What should you bring along?
- Strong knowledge in machine learning.
- Knowledge in computer vision.
- Strong programming skills.
- Proficiency with Python and deep learning frameworks (PyTorch or TensorFlow).
- Good English skills.
What do we offer?
- Comprehensive mentoring & onboarding.
- Personal & professional development.
- Work-Life-Balance & flexible working hours.
- Mobile work.
- Attractive remuneration.
- Apartment offers for employees (subject to availability & only Munich).
- And many other benefits - see jobs/benefits
You are enthused by new technologies and an innovative environment? Apply now!
At the BMW Group, we see diversity and inclusion in all its dimensions as a strength for our teams. Equal opportunities are a particular concern for us, and the equal treatment of applicants and employees is a fundamental principle of our corporate policy. That is why our recruiting decisions are also based on personality, experience and skills.
Find out more about diversity at the BMW Group at bmwgroup.jobs/diversity
Earliest starting date: from 04/01/2024
Duration: 6 months
Working hours: Full-time
Contact:
BMW Group HR Team
+49 89 382-17001