Ant Duru
Computer Vision Engineer
Ankara
Summary
Computer Vision Engineer with 3.5 years of hands-on experience and a solid background in classical computer vision. Currently pursuing a Master's at METU Informatics Institute, with a strong ambition to excel in the intersection of Computer Vision and Large Language Models (LLMs). Currently developing a pipeline to improve image classification models' training process by optimizing the augmentation policies through LLMs. Highly motivated to contribute to forward-thinking teams and push the boundaries of AI research and application.
Overview
4
4
years of professional experience
8
8
years of post-secondary education
4
4
Languages
Work History
Computer Vision Engineer
ArgosAI
Ankara, Ankara
06.2021 - Current
- Developed AI models to detect and locate Foreign Object Debris (FOD) on airport runways and aprons.
- Developed AI models to track turnaround events on airport aprons such as airplane docking.
- Worked on quantifying the amount of motion blur in an image using no-reference image processing
techniques. - Collaborated with cross-functional teams to deploy and validate models in production, ensuring
robust performance and scalability. - Utilized Captum library to interpret a deep CNN-based model that detects foreign object debris at
international airports.
Education
Master of Science - Multimedia Informatics
Middle East Technical University
Ankara, Turkey 09.2022 - 06.2025
Bachelor of Science - Computer Science
Bilkent University
Ankara, Turkey 09.2017 - 06.2022
Skills
Computer Vision
Image Classification
Object Detection
Image Generation
Image Processing
Automated Data Augmentation
MLOps
Python
Pytorch
Data Science Libraries
Data Visualization
Julia, R, MATLAB
Publications
Ant Duru, Alptekin Temizel, "Augmentation Policy Generation for Image Classification Using Large Language Models", arXiv preprint, October 2024. https://arxiv.org/abs/2410.13453
Timeline
Master of Science - Multimedia Informatics
Middle East Technical University
09.2022 - 06.2025
Computer Vision Engineer
ArgosAI
06.2021 - Current
Bachelor of Science - Computer Science
Bilkent University
09.2017 - 06.2022
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