Develop core machine learning algorithms for unstructured data, including representation learning, clustering, outlier detection, active learning, and label-quality improvement. Apply deep learning research to customer problems, collaborate on product scalability, evolve the engineering stack, and mentor team members. The role uses Python and modern ML infrastructure across AWS, Kubernetes, FastAPI, and related technologies.