Develop, deploy, and maintain machine learning models Design and implement scalable ML pipelines and infrastructure Translate novel algorithms into production-ready solutions Build and maintain MLOps tools and practices Optimize model performance for speed, reliability, and scalability Partner with clinicians, engineers, and product teams