A real-time Retail Shelf Monitoring System using computer vision and machine learning. Detects out-of-stock products, misplaced items, and ensures planogram compliance through intelligent video analytics and a desktop management interface.

Real-time Threat Classifier deployed on SageMaker via AWS CDK. Full MLOps lifecycle: secure VPC deployment, DistilBERT inference, P95 latency enforcement, and CloudWatch-driven automated rollback.