Machine Learning Scientist
Vor 4 Tagen
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.
Key Responsibilities- Improve existing 3D machine learning models by adapting and training them, making crucial decisions about data collection and labeling.
- 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.
- A 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.
- 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.
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.
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Machine Learning Scientist
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