L Shankar

I am a Data Scientist with 2.2 years of hands-on experience building and deploying AI solutions across computer vision, NLP, and Generative AI domains.

I have developed, trained, and productionized 2D/3D CNNs and transformer-based models, processing large-scale datasets (4.5M+ images) and applying advanced preprocessing and feature engineering to drive high accuracy.

At Siemens Healthineers I integrated models into clinical imaging platforms using Docker, MONAI Deploy, Airflow, and MLflow, contributing to an ML system with 95%+ clinically acceptable segmentation and up to 60% reduction in manual contouring time.

I am committed to building scalable, robust AI systems that align with domain experts and business needs, and I focus on reproducible MLOps, cloud deployment, and continuous model improvement.