To strengthen our exocad ML/AI team in Darmstadt we are looking for you as
Senior 3D Machine Learning Scientist (m/w/d)
Start date: 01.09.2024 or later
We are seeking a talented and driven individual to join our team as a Senior 3D Machine Learning Scientist. In this role, you will have the exciting opportunity to contribute to the advancement of our cutting-edge dental software solutions. Your primary responsibility will be to improve existing 3D machine learning models by adapting and training them, making crucial decisions about data collection and labeling. Additionally, you will play a vital role in designing novel machine learning algorithms to tackle real-world problems in the dental industry.
In this role, you will …
1. Develop and improve machine learning models for 3D tooth shape generation. This entails:Building data pre- and post-processing pipelinesAdapting, implementing and training 3D geometric machine learning models
2. Work on numerical optimization algorithms to complement the ML models
3. Work closely with our dentists and dental technicians to build domain knowledge into the algorithms
4. Optimize test-time ML pipelines for speed and memory usage
5. Build processes to validate performance and robustness of the test-time ML pipelines
In this role, you’ll need …
6. Min. a bachelor's degree in informatics or similar education
7. A strong background in Computer Graphics / Computer Vision / Machine Learning
8. 5+ years of experience in Python and the following libraries:PyTorch3D geometry processing libraries such as trimesh, pymeshlab, open3d, libiglStandard data processing libraries such as numpy, opencv, scikit, scipy
9. Profound knowledge of CI/CD, DevOps, MLOps, Unit Tests
10. Experience with 3D / geometric machine learning architectures
11. Knowledge about the most common neural network architectures such as AE, VAE, MLP, CNN, transformer, GAN, diffusion model
12. Knowledge about generative AI
13. The ability to work on cutting-edge research projects, while having a product mindset
Nice to have …
14. Some dental knowledge
15. Some experience with C++
16. Some experience with other ML frameworks, such as TensorFlow
17. Some experience with parallel computing / code optimization
18. Some experience developing mathematical optimization algorithms
19. Some experience in cloud computing / deployment including AWS, Docker
What we offer you …
20. Exciting and varied activities in a dynamic and growth-oriented software company
21. Positive working atmosphere that promotes both individual freedom and responsibility
22. Strong team spirit and very good working atmosphere
23. Modern offices and workstations, working with the latest technologies
24. Flexible working hours
25. Hybrid work, Monday and Friday home office is possible
26. Training opportunities
27. Company events
28. Sports opportunities and work-life balance
29. Free drinks, fruit and snacks / Canteen with own cook
30. Good transport connections
31. JobTicket/JobBike
Our Mission
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 you a very interesting working environment in one of the market-leading software companies in the dental industry.