Preksha User

I am a Machine Learning Engineer with hands-on experience delivering production-grade ML systems for healthcare and enterprise applications, with deep expertise in Computer Vision, NLP, OCR, and Explainable AI. I have owned end-to-end workflows including data pipelines, model training, evaluation, explainability, deployment, and inference optimization using Python, PyTorch, TensorFlow, FastAPI, Docker, and cloud infrastructure.

My recent work includes deploying YOLOv8 detection models for surgical instrument detection, CNN diagnostic pipelines for trauma and fracture detection, OCR–NLP automation for resume parsing, and SHAP-based explainability integrated into clinical dashboards to improve clinician trust and reduce review time. I collaborate effectively with clinical, QA, and product teams to validate and productionize ML modules.