PhD, Generic AI Regression Models for Early Phase Crash Design
BMW Group
full-time
Posted on:
Location Type: Office
Location: Munich • Germany
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Tech Stack
About the role
- Support comprehensive analysis and preprocessing of large-scale simulation data, including curves and scalar values
- Help to develop and train a Foundation Model using the entire database of passive safety simulation data
- Research state-of-the-art possibilities for an interface that enables users to interact with the foundation model
- Contribute to close collaboration with passive vehicle safety experts to validate and refine the model and application
- Assist in preparing and presenting research findings for scientific journals and conferences, advancing vehicle passive safety and data-driven modeling
Requirements
- Studies in computer science, data science, mechanical engineering or mathematics
- Strong background in machine learning, with experience in neural network architectures and regression modeling; experience with large-scale foundation models is a plus
- Familiarity with programming languages and tools for data processing, model development, and integration (e.g., Python, TensorFlow)
- Experience in handling large-scale simulation databases and extracting relevant training data
- Excellent analytical and problem-solving skills to address complex engineering challenges
- Creativity and innovation to explore novel approaches and extend existing methods
- Strong written and oral English skills
Benefits
- Comprehensive mentoring & onboarding
- Personal & professional development
- Flexible working hours
- Digital offers & mobile working
- Attractive, fair remuneration
- Apartment offers for students (subject to availability & only Munich)
Applicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills & Tools
machine learningneural network architecturesregression modelingdata processingmodel developmentintegrationlarge-scale foundation modelsdata analysissimulation data handlingdata-driven modeling
Soft Skills
analytical skillsproblem-solving skillscreativityinnovationcollaborationcommunication skillspresentation skills