Realizations

Engineering projects, hardware systems, embedded software, and industrial applications.

PCB Defect Detection
Software / Computer Vision (AI) Academic Project (AI)

PCB Defect Detection

AI inspection and classification system for PCB defects using YOLO11 and PyTorch with local GUI and Kaggle GPU training pipeline.

Python 3.10+ YOLO11 (Ultralytics) PyTorch 2.2+ ttkbootstrap (GUI) OpenCV Kaggle GPU T4

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