Master's thesis: Physically informed machine learning methods for system identification in MEMS gyroscopes (f/m/div.)

Role Summary

Do you want to combine physical insights with advanced AI? We offer you an exciting opportunity for a master's thesis in the area of physically informed machine learning for system identification and performance modeling of MEMS gyroscopes. As part of your work, you will develop machine learning (ML) algorithms for system identification and predicting the performance of MEMS gyroscopes. They analyze MEMS gyroscope data in detail. Additionally, evaluate physically informed ML compared to other architectures. You will also gain a deep physical understanding of MEMS gyroscopes to optimize your models. Finally, you work with real sensor data to validate your results.

Requirements

• Education: Master's degree in computer science, physics, engineering or comparable, with good academic achievements
• Experience and knowledge: in data-driven parameter identification; Knowledge of Python, PyTorch, Pandas and probabilistic modeling; Practical experience in handling data and creating data pipelines
• Personality and way of working: You are characterized by a systematic structuring of your tasks, explore new concepts actively and with curiosity and drive results with a high level of motivation
• Work routine: Your presence on site is required
• Languages: business fluent English and good knowledge of German

Benefits

Start: by prior arrangement

Duration: 6 months

• It is possible to complete a 1-month internship before starting your final thesis.
• The prerequisite for this thesis is enrollment at a college/university. Please attach your CV, your transcript of records, your examination regulations, references and - if necessary - a valid work and residence permit.
• For us, diversity and inclusion are not just trends, they are firmly anchored in our corporate culture. We therefore welcome all applications – regardless of gender, age, disability, religion or belief, ethnic origin or sexual identity.

About the Company

At Bosch, we shape the future by developing high-quality technologies and services that inspire and enrich people's lives. Our promise to our employees is rock solid: We grow together, we enjoy our work and we inspire each other. Join us and feel the difference. Robert Bosch GmbH looks forward to your application!

Do you need further information about the position?

Jan Ullmann (department) +49 7121 354652

Max Laser (department) +49 173 2520609

Work #LikeABosch starts here: Apply now!