Predictive Maintenance for Manufacturing
Built a scalable cloud infrastructure on AWS to support a real-time predictive analytics system processing IoT sensor data from hundreds of manufacturing assets. The architecture included auto-scaling compute clusters, real-time data ingestion pipelines, and containerised ML model serving — delivering a 42% decrease in unplanned equipment downtime.