Senior 3D Machine Learning Engineer

vor 3 Wochen

Frankfurt am Main, Hessen, Deutschland Exocad Vollzeit

We are seeking a talented and driven individual to contribute to the advancement of our cutting-edge dental software solutions as a Senior 3D Machine Learning Scientist.

Main Responsibilities:

  • Develop and improve machine learning models for 3D tooth shape generation, including building 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 dentists and dental technicians to build domain knowledge into the algorithms.
  • Optimize test-time ML pipelines for speed and memory usage.
  • Establish processes to validate performance and robustness of the test-time ML pipelines.

Requirements:

  • Minimum bachelor's degree in informatics or similar education.
  • Strong background in Computer Graphics / Computer Vision / Machine Learning.
  • 5+ years of experience in Python and the following libraries: PyTorch, 3D geometry processing libraries such as trimesh, pymeshlab, open3d, libigl, standard data processing libraries such as numpy, opencv, scikit, scipy.
  • Profound knowledge of CI/CD, DevOps, MLOps, Unit Tests.
  • Experience with 3D / geometric machine learning architectures.
  • Knowledge about the most common neural network architectures such as AE, VAE, MLP, CNN, transformer, GAN, diffusion model.
  • Knowledge about generative AI.
  • Ability to work on cutting-edge research projects while having a product mindset.

Nice to Have:

  • Some dental knowledge.
  • Some experience with C++.
  • Some experience with other ML frameworks, such as TensorFlow.
  • Some experience with parallel computing / code optimization.
  • Some experience developing mathematical optimization algorithms.
  • Some experience in cloud computing / deployment including AWS, Docker.

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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