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
All Projects
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.
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All Papers
Papers I wrote
1
Conference paper
The Association Between Technology-Based Multitasking and Students' Academic Performance at Rangsit International College
RSUCON 2026 research on how digital multitasking, cognitive load and technology use relate to student GPA. Python multiple linear regression (n=196) found Technology Use the sole significant predictor (β=0.137, p=0.004).
Papers I read
0
Written by other researchers — my notes, not my work.
Papers I study, with my notes, will be listed here.
Competition Analysis
RIC Startup & Entrepreneurship Pitching Sessions: pitching LÉOR
LÉOR, a wearable personal-safety concept — smart wristband and companion app — won 1st place; I shaped the product narrative, the Figma prototype and the live pitch.
CiMSO Hospitality ERP Hackathon 2025: deciding what not to show
How a manager-first analytics dashboard — 25 charts, 45 KPIs, five languages and an LLM assistant — took 1st place out of 11 finalist teams.
