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3D Machine Learning Scientist (m/w/d)*
Vue: 175
Jour de mise à jour: 24-10-2024
Catégorie: Autre
Industrie: IT Services IT Consulting Medical Equipment Manufacturing Hospitals Health Care
Type d’emploi: Full-time
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le contenu du travail
Join a team that is transforming smiles, changing lives.At Align Technology, we believe a great smile can truly transform a person’s life, so we create technology that gives people the confidence to take on whatever’s next. Since April 2020 exocad is part of Align Technology. Exocad is founded in 2010 as a spin-off of the world-famous Fraunhofer Institute for Computer Graphics Research and develops CAD software solutions for digital dental technology. International customers includes well-known companies in the dental industry. You can find more information about exocad on exocad.com.
Ready to join us?
To strengthen our exocad ML/AI team in Darmstadt we are looking for you as
3D Machine Learning Scientist (m/w/d)
2 open positions!
We are seeking a talented and driven individual to join our team as a 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 …
- Help improve existing 3D machine learning models. This entails:
- Adapting and training models
- Making decisions about data collection and labelling
- Design novel machine learning algorithms to solve real-world problems
- 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
- 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
- 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
- Experience in bringing ML models to production (MLOps)
- 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 possible
- Training opportunities
- Company events
- Sports opportunities and work-life balance
- Free drinks, fruit and snacks / Canteen with own cook
- Good transport connections
- JobTicket/JobBike
Great! Click the Apply button to let us know you are interested.
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About Align
Align Technology is a publicly traded medical device company that is changing lives through better smiles. Our global team of talented employees develop innovative technology, tools and treatment options to help dental professionals worldwide achieve the clinical results they expect. Our digital ecosystem combines the power of technology to create beautiful smiles through the integration of AI and machine learning, digital imaging and visualization, biomechanics and material science to develop the Invisalign system, the most advanced clear aligner system in the world; iTero Intraoral Scanners and OrthoCAD digital services. Did you know? Align is the world’s largest manufacturer of custom 3D-printed materials.
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 things employees say make Align Technology a great place to work.
Align Technology is an equal opportunity employer. All applicants will be considered for employment without attention to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran or disability status. We also respect your privacy. Please review our Applicant Privacy Policies for additional information.
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Date limite: 08-12-2024
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