OpenSceneSense Ollama is a Python library that harnesses AI for advanced local video analysis, offering customizable frame and audio insights for dynamic applications in media, education, and content moderation.

Raspberry Pi 5 security system combining real-time YOLOv8 object detection and YAMNet audio classification, with alerts via LED, alarm and email notifications.

Real-time firearm detection system built with TensorFlow Object Detection API, capable of identifying guns in images, recorded videos, and live camera feeds.

An AWS-based data pipeline to collect, process, store, and monitor Twitter streaming data thoughout the COVID-19 pandemic in support of local, regional, and national public health initiatives.