Spectral MD, Inc. is seeking a Data Scientist to research, develop, and enhance machine learning and deep learning algorithms that drive innovative healthcare solutions, with a focus on computer vision applications.
Requirements
- Strong foundation in state-of-the-art deep learning architectures (e.g., vision transformers) for computer vision tasks including image classification, object detection, and semantic segmentation.
- Proficiency in deep learning libraries and frameworks, including PyTorch and TensorFlow.
- Proficiency in C++ regarding object-oriented programming, data structure and performance optimization technique.
- Solid knowledge of model optimization techniques, such as pruning, quantization, mixed-precision inference, and other performance-enhancing strategies.
- Solid knowledge of model deployment tools, including ONNX, LibTorch, and TensorRT.
- Strong grasp of model evaluation metrics, benchmarking, and best practices for computer vision model validation.
- Self-driven with the ability to deliver on ambiguous projects with incomplete data.
Responsibilities
- Research, develop, and enhance machine learning and deep learning algorithms and frameworks for computer vision applications, translating cutting-edge research into practical healthcare solutions.
- Implement and optimize deployment pipelines for trained models to enable efficient, scalable, and hardware-optimized inference.
- Apply model optimization techniques to reduce computational overhead while preserving accuracy.
- Maintain data quality and integrity across the data lifecycle to support robust algorithm development and model training.
- Collaborate with clinical partners and internal stakeholders to understand needs and deliver AI solutions that improve model performance.
- Assist in writing deep learning framework templates, identifying improvement areas, and implementing new model architectures.
- Manage projects independently and contribute effectively as part of a team, ensuring reproducible analyses, clear documentation, and knowledge sharing.
Other
- M.S. or Ph.D. in Computer Science, Electrical Engineering, Biomedical Engineering, Statistics, Applied Mathematics or related field.
- Excellent written communication skills, especially in writing technical manuscripts.
- Demonstrate strong communication skills, persistence, attention to detail, and a drive to complete research projects end-to-end.
- Spectral MD, Inc. is an equal opportunity and affirmative action employer.
- Prolonged periods of sitting at a desk and working on a computer.
