About Me
AI engineer and photographer based in Taipei, Taiwan.
I'm a Computer Science graduate from National Taiwan Ocean University (Class of 2026). My most recent project, RiffNode — an AI guitar effects studio built entirely with native Apple frameworks — won the Apple WWDC26 Swift Student Challenge.
At ITRI I trained and deployed multi-task driving-perception models down to a Jetson Nano, and my capstone team built a deep-learning volleyball analytics platform. Lately I have been auditing whether guitar-tone models quietly change a player's touch, and building a macOS app whose architecture the compiler enforces. I like working across the stack — on-device ML, audio DSP, systems Swift — and turning hard problems into things people can actually use.
Technical Skills
Languages
ML / AI
Apple Platforms
Frontend & Mobile
Backend & Infra
DevOps & Testing
Daily Tools
Experience
AI Image Recognition Intern
ITRI (Industrial Technology Research Institute)
Electronics and Optoelectronics Research Laboratories
- ·Trained YOLOPX, a multi-task panoptic driving perception network doing object detection, drivable-area segmentation and lane segmentation in a single forward pass — reaching 0.972 mIoU (drivable area), 0.793 mIoU (lane) and 0.838 [email protected] over 4 classes after 200 epochs on ITRI's in-house driving dataset
- ·Extended the open-source YOLOPX codebase by ~1,900 lines (6 files rewritten, 5 added) for ITRI's data format, building a YOLO-segmentation loader and a Mosaic/MixUp/Albumentations augmentation pipeline to replace one that handled BDD100K only
- ·Owned the edge deployment path: network pruning, ONNX export, a tool resolving dynamic convolution-bias subgraphs that blocked TensorRT conversion, a TensorRT/PyCUDA engine for NVIDIA Jetson Nano, and image + detection streaming to a desktop PC over Ethernet/ROS at 30 FPS with sub-50ms latency
- ·Delivered a command-line batch-inference tool for ARTC (Automotive Research & Testing Center) running the trained model across image and video datasets including a new rainy-weather set; separately reproduced and benchmarked YOLOP, YOLOPv2, YOLOPX and A-YOLOM to identify deployment-viable designs
Education
National Taiwan Ocean University
B.S. in Computer Science and Engineering
Cotter High School
High School Diploma
Languages
Beyond Code
Off the clock I captain my department's volleyball team, scuba dive, play guitar, and develop film as darkroom officer of NTU's photography club. Most of it ends up in front of a camera sooner or later — the results live on the Photography page.