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AIAirbus Defence and Space GmbH

PhD in Probabilistic Deep Learning / Doktorarbeit im Bereich „Probabilistic Deep Learning“(m/w/x)

München
Full-timeOn-site
AI/ML
Data Science

Developing uncertainty-aware neural networks and Bayesian inference for trustworthy AI systems in aerospace research. Strong background in mathematics, statistics, and probabilistic deep learning required. 35-hour week, flexitime.

Requirements

  • Master’s Degree in computer science or equivalent
  • Strong background in mathematics and statistics
  • Passion for Python/PyTorch and deep-learning implementation
  • Background in probabilistic or Bayesian deep learning
  • Fluency in English
  • Compliance risk awareness and integrity commitment
  • Submission of cover letter, CV, and transcripts

Tasks

  • Develop uncertainty-aware neural networks and probabilistic models
  • Research Bayesian inference techniques for deep learning
  • Establish methodological foundations for trustworthy AI systems
  • Design robust models for uncertainty quantification
  • Analyze epistemic and aleatoric uncertainty in networks
  • Implement aerospace-relevant benchmarks and safety metrics
  • Design scalable Bayesian architectures for embedded hardware
  • Conduct empirical studies on predictive uncertainty calibration
  • Develop diagnostic tools for aerospace risk profiles
  • Characterize and monitor model operational applicability domains
  • Explore active learning strategies to expand safety margins

Education

  • Bachelor's degreeOR
  • Master's degree

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Python
  • PyTorch

Benefits

Flexible Working

  • Flexitime
  • Work-life balance
  • Flexible working arrangements

Competitive Pay

  • Attractive salary

Informal Culture

  • International environment

Career Advancement

  • Global networking opportunities

Diverse Work

  • Modern and diversified technologies

Social Impact

  • Generation Airbus Community participation

Mentorship & Coaching

  • Personal growth support
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