IEEE ASYU 2025
Instance segmentation with Double DQN
Refining Mask R CNN predictions on COCO 2017 with Double DQN, within the same training budget.
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AtalayDenknalbant
Data Scientist, PhD Student
I build practical machine learning systems and research how they can see, learn, and improve.
- Computer vision
- Reinforcement learning
- Data products
- 4+
- years
- 34
- public repos
- 7
- Spaces
- 2
- published papers
Selected work
All projects
IEEE UBMK 2024
Computer vision for gender recognition
Recognizing budgerigar gender through cere detection and deep learning model comparison.
Explore all projects
Computer Vision
YOLO
ASL Detector YOLO
American Sign Language detection built with YOLO and deployed across Hugging Face and Android surfaces.
Product
WebGPU
otoPILOT Ikinciel
AI car search for the Turkish used car market using Qwen3, browser inference, and arabam.com crawling.
Credit Risk
Tabular ML
Synthetic Istanbul Credit Risk
Credit risk estimation with non financial features and a privacy preserving synthetic Istanbul dataset.
100,000 synthetic resident records in the study
Civic Data
Notebook
IBB Education Aid
Data insight notebook for Istanbul Metropolitan Municipality scholarship aid data.
Public analysis project using IBB open data
Reinforcement Learning
VizDoom
DoomRL Baselines
Reinforcement learning baseline project for Doom with VizDoom and Stable Baselines 3.
Analytics
Tableau
National Currencies Per US Dollar
Interactive Tableau dashboard for comparing national currency values against the US dollar.
OCR
Selenium
Mersis Captcha Solver
Automation pipeline for solving captchas on the MERSIS portal using Selenium and Microsoft TrOCR.
Used in company verification workflows
Dataset
Captcha
MathCaptcha
Math captcha dataset and generation tooling designed for OCR experiments and captcha model training.
Dataset
Games
RAWG Games Dataset
Game metadata dataset prepared for analytics, recommendation, and ranking experiments.
CIFAR 10
Comparison
DNN vs DCNN
Image classification experiment comparing deep neural networks and convolutional models on CIFAR 10.
Publications
Reinforcement Learning Approach to Instance Segmentation Using Double DQN
Conference paper applying reinforcement learning to instance segmentation with a Double DQN approach.
DOI 10.1109/ASYU67174.2025.11208352
Advanced Computer Vision Techniques for Reliable Gender Determination in Budgerigars
Conference paper on object detection and deep learning for budgerigar gender recognition. Published in UBMK 2024 Proceedings.
DOI 10.1109/UBMK63289.2024.10773570