Senior AI/Machine Learning Engineer (Healthcare project)
- Рівень:
- senior
- Джерело:
- djinni.co
Що робити
- Improve and extend the existing X3D pipeline for X-ray to 3D bone reconstruction.
- Design, train, evaluate, and optimize deep learning models for medical image analysis and 3D reconstruction tasks.
- Work with medical imaging data (CT, X-ray, DICOM, NIfTI) and implement preprocessing, augmentation, segmentation, and registration techniques.
- Research, prototype, and implement new approaches from academic papers and industry best practices.
- Integrate machine learning solutions into the web application and support deployment workflows.
Що очікуємо
- 5+ years of commercial experience in Machine Learning/AI engineering.
- Proven commercial experience working on medical imaging or healthcare-related projects is a must.
- Strong experience with PyTorch and deep learning model training, evaluation, and optimization.
- Solid background in medical image analysis (CT, X-ray) and/or 3D computer vision.
- Strong understanding of image processing fundamentals, including registration, segmentation, and data augmentation techniques.
Що пропонуємо
- Experience with 3D shape reconstruction or 3D mesh processing.
- Familiarity with DRR generation from CT volumes.
- Experience with Azure ML or similar cloud ML platforms.
- Background in orthopedic or musculoskeletal imaging.
- Experience in a medical device or regulated environment (FDA, CE).
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