Master Thesis Physically Informed Machine Learning Based System Identification in MEMS Gyroscopes
Robert Bosch GmbH
Reutlingen, Germany
16 days ago
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Role details
Contract type
Internship / Graduate position
Employment type
Full-time (> 32 hours)
Working hours
Regular working hours
Languages
English, German
Job source
Tech stack
Python (Programming Language)
Machine Learning
Micro Electro-Mechanical Systems (MEMS)
Data Processing
Pytorch
Pandas
Information Technology
Job description
Are you eager to connect physical insights with advanced AI? We are offering an exciting master’s thesis opportunity to work on physically informed machine learning for system identification and performance modeling of MEMS gyroscopes.
- During your assignment, you will construct machine learning (ML) algorithms for system identification and performance prediction of MEMS gyroscopes.
- You will examine MEMS gyroscope data through detailed analysis.
- Furthermore, you will assess physically informed ML in comparison to other architectures.
- Moreover, you will acquire a deep physical understanding of MEMS gyroscopes to optimize your models.
- Finally, you will work with real-world sensor data to validate your findings., It is possible to include a 1-month internship before starting the thesis Requirement for this thesis is the enrollment at university. Please attach your CV, transcript of records, examination regulations, job references and if indicated a valid work and residence permit.
Requirements
- Education: Master studies in the field of Informatics, Physics, Engineering or comparable with good grades
- Experience and Knowledge: in data driven parameter identification; knowledge of Python, PyTorch, Pandas, and Probabilistic Modeling; practical experience with hands-on data handling and pipeline construction
- Personality and Working Practice: you excel at structuring your tasks systematically, actively exploring new concepts with curiosity, and driving results with high motivation
- Work Routine: your on-site presence is required
- Languages: fluent in English and good in German
About the company
At Bosch, we shape the future by inventing high-quality technologies and services that spark enthusiasm and enrich people’s lives. Our promise to our associates is rock-solid: we grow together, we enjoy our work, and we inspire each other. Join in and feel the difference. The Robert Bosch GmbH is looking forward to your application!
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