Aktuelle Jobs im Zusammenhang mit Machine Learning Scientist - Darmstadt, Hessen - exocad


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Machine Learning Scientist

vor 2 Monaten


Darmstadt, Hessen, Deutschland exocad Vollzeit
About the Role

We are seeking a talented and driven individual to contribute to the advancement of our cutting-edge dental software solutions as a 3D Machine Learning Scientist. In this role, you will have the exciting opportunity to improve existing 3D machine learning models by adapting and training them, making crucial decisions about data collection and labeling.

Key Responsibilities
  • Improve existing 3D machine learning models by adapting and training them
  • Design novel machine learning algorithms to tackle real-world problems in the dental industry
  • Build data pre- and post-processing pipelines for the machine learning models
  • Optimize test-time ML pipelines for speed and memory usage
  • Build processes to validate performance and robustness of the test-time ML pipelines
Requirements
  • Background in Computer Graphics / Computer Vision / Machine Learning (min. Bachelor)
  • 4+ years of relevant work experience
  • Extensive experience in Python and the following libraries: PyTorch, Graphics processing libraries such as trimesh, pymeslab, open3d, libigl
  • Standard data processing libraries such as numpy, opencv, scikit, scipy
  • The ability to work on cutting-edge research projects, while having a product mindset
  • Knowledge about the most common neural network architectures such as AE, VAE, MLP, CNN, transformer
  • Experience in bringing ML models to production (MLOps)
  • Some knowledge about 3D / geometric machine learning architectures
  • Some knowledge about generative AI
Nice to Have
  • 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. We offer a very interesting working environment in one of the market-leading software companies in the dental industry.