Senior Machine Learning Developer

12/2023 – 12/2023

- Develop state of the art darts detection algorithm based on heuristic approach on limited hardware while keeping the accuracy very high.

OpenCV

12/2020 – 12/2023

- Developed light sword and sun glare neural network-based detectors.
- Created a small and efficient yet accurate deep-learning light source-detector.
- Created a new and improved light source classifier.
- Finished large-scale codebase handover successfully.
- Managed the annotation process with the supplier and defined a new generation annotation structure for the light source mission.
- Worked on next-generation advanced driver-assistance systems.

C++, Maschinelles Lernen, Objekterkennung, OpenCV

12/2020 – 12/2022

A custom object detector in a very specific environment and I was in charge of the process that involved the object detector model, including data gathering, setting up an annotation pipeline, managing the annotation process, developing the model, and exporting the model to the iOS app.

The client didn't have any data whatsoever. The first step was data scraping and data selection. Considering the data scraping was from Google images, there were many duplicates in the dataset. I created a small annotation tool to remove duplicates, then I defined annotation instructions and set up the annotation process. I led a team of three annotators. The model development and export to the iOS platform were the final steps.

What was particularly interesting was the timeline. The project lasted for two and a half months and was successfully delivered and well received on the demo with the end client.

Data Science, Objekterkennung