Skip to content
← All projects
Early Computer Vision Prototype

AI Vending Detection System

An early-stage computer vision prototype exploring product detection for pantry and vending-style environments. The YOLO model work was experimental and had only started learning before the project paused.

Role
Prototype developer · Dataset and model experimentation
Stack
Python YOLO Computer Vision Flask Custom annotation tooling
Outcome
Built the early training and demo foundation, with the stronger completed work living in the custom annotation tooling.

// Deeper write-up coming soon

A more detailed case-study narrative — problem framing, technical approach, specific design decisions, and observable outcomes — will live here in the next pass.

// Get in touch

Have a complex system to design, build, or stabilize?

Senior PHP, systems architecture, API integrations, and AI-powered tooling for production environments.