Projects
I’ve worked on many personal projects in my free time to expand my portfolio, including the site you’re on right now :D. These are snapshots of my work, closely tied to my role and interests at the time.
I'm a huge K-pop fan and with the prevalence of ChatGPT, I thought that it would be fun if I could expand my knowledge in NLP and learn some Korean along the way. Therefore, I built a Transformer from scratch following Attention Is All You Need (2017) in PyTorch.
The KOR→ENG model obtains a 24.03 BLEU score, which is nearly 3x higher than the reverse direction, highlighting linguistic asymmetry.
This project marked my first exposure to computer vision. It was developed during my senior year as part of a larger effort to integrate AI models into autonomous robot cars.
I built a VGG-16–based model enhanced with multiscale convolutional features. Combined with targeted pre-processing techniques, the model achieves 98.15% validation accuracy.
During my internship at Bosch, I found that understanding the UDS protocol purely from specifications was challenging.
To address this, I developed a UDS protocol simulator using Robot Framework to model communication between a tester and multiple ECUs. The simulator was designed as a learning tool to help new team members quickly grasp diagnostic workflows and message flows.