Expoint - all jobs in one place

המקום בו המומחים והחברות הטובות ביותר נפגשים

Limitless High-tech career opportunities - Expoint

AlignTech Senior 3D Machine Learning Scientist m/w/d 
Germany, Berlin, Berlin 
744733544

17.09.2024

Senior 3D Machine Learning Scientist (m/w/d)

Start date: 01.09.2024 or later

In this role, you will …

  • Develop and improve machine learning models for 3D tooth shape generation. This entails:
    -
    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
  • Work closely 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

In this role, you’ll need …

  • a bachelor's degree in informatics or similar education
  • A 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
  • The 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

What we offer you …

  • Exciting and varied activities in a dynamic and growth-oriented software company
  • Positive working atmosphere that promotes both individual freedom and responsibility
  • Strong team spirit and very 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

About Align

By joining Align, you will be part of a global, fast-growing company in one of the most dynamic industries. Great people, innovative technologies, and meaningful work – these are just some of the