Staff AI / ML Engineer
Cairns HealthLos Angeles, CA, USjob_description.job_card.1_day_ago
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job_description.job_card.job_descriptionApply advanced signal processing techniques to radar data for robust and accurate feature extraction. Collaborate with hardware and embedded software engineers to ensure seamless integration between ML models and radar systems. Optimize and deploy ML models on embedded hardware platforms, with a focus on C++ edge deployment. Build efficient inference pipelines that run within constrained compute environments. Work cross-functionally with hardware, software, and clinical teams to define requirements and deliver production-ready solutions. Operate independently in a startup setting, proactively solving problems and driving projects from concept to deployment. Bachelor's or Master's degree in Computer Science, Electrical Engineering, Applied Mathematics, or related field. 5–7 years of professional experience in applied AI / ML, ideally with significant experience in startups. Strong expertise in machine learning & deep learning frameworks (e.g., PyTorch, TensorFlow, scikit-learn). Proficiency in Python for model development and experimentation. Strong proficiency in C++, with proven experience deploying models in embedded / edge environments. Background in signal processing, with a strong preference for radar systems experience. Experience with ML lifecycle management : data collection, cleansing, training, validation, monitoring, drift detection, and retraining. Demonstrated ability to work independently and thrive in fast-paced, startup environments. Strong problem-solving skills, creativity, and a can-do attitude. Excellent communication skills for collaborating across technical and non-technical teams. Familiarity with healthcare or human monitoring applications. Experience with sensor fusion (combining radar with other sensing modalities). Knowledge of cloud-to-edge ML deployment strategies. Work on cutting-edge technology that impacts real-world healthcare and wellness. Join a small, fast-moving team where your contributions will have immediate impact. Opportunity to shape the future of radar-based AI systems and help bring them into production at scale.
About the Role
We are seeking a highly skilled AI / ML Engineer to join our team, focusing on the development of cutting-edge radar-based systems for vital signs inference and contextual activity tracking (e.g., detecting whether someone is standing, sitting, walking, in the room, or in bed). This role is ideal for someone who thrives in a startup environment, is comfortable working independently, and is motivated to push the boundaries of applied AI in healthcare and sensing technologies.
Responsibilities
Model Development & Deployment
- Design, train, and deploy machine learning models for radar signal interpretation and human activity / vital signs inference.
- Implement end-to-end ML pipelines including data collection, preprocessing, training, testing, validation, and deployment.
- Manage the ML lifecycle, including monitoring for drift, retraining, and updating models in production environments.
Signal Processing & Radar Systems
Edge Deployment
Collaboration & Problem Solving
Qualifications
Education & Experience
Technical Skills
Soft Skills
Bonus Experience (Nice-to-Have)
Why Join Us?
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