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
