Customer Behavior Analysis with YOLOv26
An end-to-end retail computer vision system that detects pre-purchase shelf behavior with a custom-trained YOLO model — mAP@50 60.91% across 4 interaction classes on 12,578 frames.
Lab
The technical side of the portfolio: case studies with architecture and methodology.
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CiMSO Data Visualization Dashboard
1st Place at the CiMSO Hospitality ERP Hackathon 2025 — a manager-centred analytics platform with 25 Chart.js visualizations, 45 KPIs, five languages and an LLM-powered insight assistant.
Pantip SET Sentiment Monitor
An automated NLP pipeline that scrapes Thai investor discussions from Pantip.com, links them to SET-listed tickers, scores sentiment with XLM-RoBERTa and serves a live Streamlit dashboard.
System Design for Modern Library Management System
A complete system analysis and design case study for a modern library platform — context diagram, two-level DFDs, a normalised ERD and a use-case diagram.
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