Senior 3D Machine Learning Engineer

Vor 7 Tagen

Darmstadt, Hessen, Deutschland Exocad Vollzeit
About the Role

We are seeking a highly skilled Senior 3D Machine Learning Scientist to join our team at Exocad. As a key member of our ML/AI team, you will play a vital role in advancing our cutting-edge dental software solutions.

Key Responsibilities
  • Develop and improve machine learning models for 3D tooth shape generation, including data pre- and post-processing pipelines, adapting, implementing, and training 3D geometric machine learning models.
  • Work on numerical optimization algorithms to complement the ML models.
  • Collaborate with our dentists and dental technicians to build domain knowledge into the algorithms.
  • Optimize test-time ML pipelines for speed and memory usage.
  • Build processes to validate performance and robustness of the test-time ML pipelines.
Requirements
  • Minimum of a bachelor's degree in informatics or a related field.
  • Strong background in Computer Graphics / Computer Vision / Machine Learning.
  • 5+ years of experience in Python and the following libraries: PyTorch, 3D geometry processing libraries (trimesh, pymeshlab, open3d, libigl), standard data processing libraries (numpy, opencv, scikit, scipy).
  • Profound knowledge of CI/CD, DevOps, MLOps, Unit Tests.
  • Experience with 3D / geometric machine learning architectures.
  • Knowledge about common neural network architectures (AE, VAE, MLP, CNN, transformer, GAN, diffusion model).
  • Knowledge about generative AI.
What We Offer
  • Exciting and varied activities in a dynamic and growth-oriented software company.
  • Positive working atmosphere that promotes individual freedom and responsibility.
  • Strong team spirit and good working atmosphere.
  • Modern offices and workstations, working with the latest technologies.
  • Flexible working hours.
  • Hybrid work, Monday and Friday home office is possible.
  • Training opportunities.
  • Company events.
  • Sports opportunities and work-life balance.
  • Free drinks, fruit, and snacks / Canteen with own cook.
  • Good transport connections.
  • JobTicket/JobBike.
About Exocad

Exocad's mission is to make high-quality dental restorations accessible to everyone. At Exocad, you will work on a product that gives people more quality of life every day. Exocad offers a very interesting working environment in one of the market-leading software companies in the dental industry.

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