John Trecker Logo Image
John Trecker

A major manufacturer

From RFP to Scale

Modern Assembly Line

Project Overview

I'm a founder and forward engineer at Dotte Product, a vision AI company. I design and implement computer vision systems for manufacturers.

The core value of Dotte Product is that custom-trained models running on off-the-shelf hardware will always outperform generic vision AI solutions.

For one client that looked like developing a camera / edge device / PLC system that detects product defects in real-time and decides in a split-second how that product should be further processed.

With a custom-trained object detection model at its heart, my system resulted in a 95% success rate (a 30% increase) with a multi-million dollar revenue unlock for one major manufacturer.

Tools Used

Machine Learning
Project Management
Linux
Nvidia Jetson
Basler cameras
Google Cloud Platform
PyTorch
OpenCV
SQL Server
React
WebRTC