AI-Driven Video Surveillance & Vessel Monitoring Platform ExpertAI-Driven Video Surveillance & Vessel Monitoring Platform Expert
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LakeShield - AI-Powered Video Monitoring and Vessel Intelligence Platform
I led the development of LakeShield as the Senior AI/ML Engineer and Lead Developer, taking the platform from initial research and experimentation to a scalable production system.
My responsibilities included:
šŸ”¹ Designing the end-to-end AI and video-processing architecture šŸ”¹ Building YOLO-based boat and vehicle detection pipelines šŸ”¹ Developing object tracking and movement-analysis workflows šŸ”¹ Implementing OCR for extracting boat registration information šŸ”¹ Creating scalable pipelines for processing thousands of surveillance videos šŸ”¹ Developing FastAPI backend services and automated data workflows šŸ”¹ Building a Next.js analytics dashboard integrated with Supabase šŸ”¹ Deploying and operating the AI pipeline on cloud GPU infrastructure šŸ”¹ Optimizing model accuracy, inference speed, infrastructure costs, and reliability šŸ”¹ Managing production monitoring, troubleshooting, maintenance, and continuous improvements
The platform transforms raw surveillance footage into structured operational insights, enabling automated vessel monitoring, vehicle activity analysis, registration extraction, and reporting.
This project involved complete technical ownership across Computer Vision, AI/ML, backend development, cloud infrastructure, data engineering, MLOps, and production operations.
#ComputerVision #VideoAnalytics #ArtificialIntelligence #ObjectDetection #OCR #MLOps #FastAPI #NextJS #Supabase #CloudEngineering
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