At Glotech IT Solutions OÜ, I built and deployed an industrial computer vision platform that uses factory CCTV to measure machine utilisation and generate daily reports. Its tower-light classifier achieved 99.45% agreement with human-reviewed labels across 2,376 lamp samples.
I built SageMaker Pipelines for annotation, model training, evaluation and reporting, and tracked runs across versioned COCO datasets in MLflow. I also developed video-capture options for sites with different recorder access requirements, including an AWS IoT Greengrass V2 edge component.
Previously, I led DevOps modernisation at PLAN A Technologies and served as technical lead for SkyAtlas’s OpenStack public cloud platform. At SkyAtlas, I led a team of up to eight engineers and coordinated government-funded R&D that co-developed a patented vertical scaling technology.

