Heartflow is a medical technology company aiming to revolutionize precision heartcare by advancing the diagnosis and management of coronary artery disease using cutting-edge AI-driven technology. The company seeks to develop state-of-the-art automated machine learning technologies for its products like RoadMap, FFRCT Analysis, and Plaque Analysis, which are used to help patients with coronary artery disease.
Requirements
- Strong understanding and proven track-record in machine learning, deep learning, generative modeling, computer vision and/or medical image analysis.
- Experience working on large-scale complex and/or scientific applications.
- Proficient in Python with PyTorch experience, and preferably also C++.
- Training deep learning models at scale on the cloud.
- Developing deep learning models for FDA-regulated SaMD products.
- Experience building deep learning models for 3D computed tomography data.
- Ability to independently identify project research requirements and design solutions.
Responsibilities
- Lead the development and evaluation of problems in Machine Learning and Medical Image Analysis, with a focus on deep learning computer vision models trained on large datasets of 3D medical image data.
- Work closely with the research and software development teams to develop new algorithms.
- Solving cutting-edge scientific and technical challenges related to doing machine learning (deep learning) with a large amount of volumetric images.
- Implement and advance on the latest research from the computer vision/machine learning literature to solve meaningful problems.
- Intellectual ownership and specific lead responsibility related to research, design, development and testing of Machine Learning and Image Analysis algorithms.
- Work closely with cross-functional teams including Engineering, Clinical, Regulatory, Product and Program Management to deploy product-grade ML models.
- Publish cutting edge research and keep up-to-date on latest research trends.
Other
- Ability to clearly communicate complex ideas, tailoring content for diverse audiences
- Educate people across groups and departments on ML and Image Analysis topics.
- A PhD degree in computer science, engineering, math or similar technical field.
- 4+ years related experience in Machine Learning, Computer Vision, Image Analysis, Deep Learning or related field in academia and/or industry.
- Heartflow is an Equal Opportunity Employer.