Considerate Systems LLC
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Bacteria Detection Computer Vision Platform

Client: Biotech client · October 2025

PythonYOLOReactAWSDocker

AWS microservice platform for automated bacteria detection: React front end, GPU inference backend, and a custom YOLO architecture tailored to the detection task.

Counting and classifying bacteria colonies by eye is slow and error-prone. This engagement delivered an end-to-end computer-vision platform that automates it.

The system is built as AWS microservices: a React front end for uploading and reviewing samples, and a GPU-backed inference service running a YOLO architecture customized for the size and density characteristics of bacteria imagery.

Beyond the model work, I provided project management and a development roadmap so the client team could carry the platform forward after handoff.