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BMBMW Group

PhD Multimodal Agentic Systems for Prescriptive Maintenance in Automotive Engineering(m/w/x)

München
Part-timeWith Home OfficeExperienced
AI/ML
Data Science

Researching multimodal AI for automotive powertrain quality assurance and engineering decisions. Deep learning, NLP, and PyTorch experience required. Christmas bonus, vacation pay, and personal development.

Requirements

  • Master's degree in computer science, AI, mathematics, or related technical field
  • Proven experience implementing and training deep learning models
  • Strong background in natural language processing and transformer architectures
  • Proficiency in Python and PyTorch
  • Experience with experiment tracking and reproducibility tools
  • Solid software engineering practices, including Git, Docker, and clean code
  • Excellent English communication skills
  • Beneficial German language skills for local stakeholder collaboration

Tasks

  • Conduct research in multimodal AI systems
  • Focus on automotive powertrain development
  • Focus on data-driven quality assurance
  • Advance robust, intent-aware models
  • Support real-world engineering decision processes
  • Enable scalable AI-based assistance systems
  • Support design of multimodal learning architectures
  • Support implementation of multimodal learning architectures
  • Support evaluation of multimodal learning architectures
  • Combine text, structured data, and other modalities
  • Analyze modality dominance
  • Analyze missing modalities
  • Analyze corrupted inputs
  • Develop robust training strategies
  • Consider realistic industrial constraints
  • Investigate evaluation methodologies for retrieval systems
  • Investigate evaluation methodologies for recommender systems
  • Focus on robustness in technical domains
  • Focus on generalization in technical domains
  • Focus on transferability to production environments
  • Collaborate with internal engineering departments
  • Collaborate with academic partners
  • Publish at top-tier conferences
  • Gain exposure to industrial data pipelines
  • Support development of scalable prototypes
  • Develop prototypes with direct application potential

Work Experience

  • approx. 1 - 4 years

Education

  • Master's degree

Languages

  • EnglishNative
  • GermanBasic

Tools & Technologies

  • Python
  • PyTorch
  • Weights & Biases
  • MLflow
  • Git
  • Docker

Benefits

Bonuses & Incentives

  • Christmas bonus

Mentorship & Coaching

  • Comprehensive mentoring
  • Onboarding

Learning & Development

  • Personal development
  • Professional development

Flexible Working

  • Flexible working hours
  • Mobile working

Other Benefits

  • Digital offers
  • Apartment offers for students
  • Other benefits
Find the original job posting in its most current version here. Nejo automatically captured this job from the website of BMW Group and processed the information on Nejo with the help of AI for you. Despite careful analysis, some information may be incomplete or inaccurate. Please always verify all details in the original posting! Content and copyrights of the original posting belong to the advertising company.

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