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ENEndress+Hauser InfoServe GmbH+Co. KG

Internship/Thesis- Improve Denoising Diffusion Models for Multimodal Anomaly Detection(m/w/x)

Freiburg im Breisgau, Weil am Rhein
Full-timeInternshipWith Home Office
AI/ML
Data Science

Improving denoising diffusion models for anomaly detection using transformer architectures on industrial datasets. Strong analytical thinking and curiosity required. State-of-the-art equipment, independent project work.

Requirements

  • Studies in Computer Science, AI, Data Science, Applied Mathematics or related
  • Curiosity and proactivity in solving research problems
  • Enjoyment of experimenting with new ideas
  • Strong analytical thinking
  • Enthusiasm for modern ML research
  • Initial experience with generative models or anomaly detection
  • Initial knowledge of Python, PyTorch or TensorFlow
  • Initial knowledge of Linux environments
  • Initial knowledge of GPU-accelerated trainings
  • Initial knowledge of common ML tooling (Git, MLflow, etc.)
  • Fluent English

Tasks

  • Explore and improve denoising diffusion models
  • Focus on modern transformer architectures
  • Experiment with real-life industrial datasets
  • Use large publicly available benchmarks
  • Research diffusion models for anomaly detection
  • Work with transformer-based encoders
  • Utilize diffusion transformers (DiT) denoisers
  • Perform experiments on KAPUTT dataset
  • Investigate recent advances in flow matching
  • Explore sampling strategies
  • Research feature fusion techniques
  • Document research findings
  • Present results to the team

Education

  • Currently in higher education

Languages

  • EnglishFluent

Tools & Technologies

  • Python
  • PyTorch
  • TensorFlow
  • Linux
  • Git
  • MLflow

Benefits

Mentorship & Coaching

  • Professional and personal support

Other Benefits

  • Independent project work

Modern Office

  • State-of-the-art working environment

Informal Culture

  • Internationally active family business

Modern Equipment

  • State-of-the-art equipment

Flexible Working

  • Home office in consultation

Team Events

  • Individual company and team events

Public Transport Subsidies

  • Deutschlandticket
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