
Real-time eCommerce Platform
Developed a real-time eCommerce platform with AI-powered product recommendations using microservice architecture to enhance performance, scalability, and reliability.

AI-driven Bidding Forecasting System
Contributed to design & development of AI-driven time-series forecasting and decision-support systems in finance. Built, trained, and fine-tuned deep learning models for stock and bidding predictions.

Wedding Invitation Website
Developed a personalized digital wedding invitation to over 300+ distinguish target audience

RECS Innovation Multilingual Website
A comprehensive innovation platform providing cutting-edge solutions and services for modern businesses and organizations. This website support real-time websocket communication for live time series data visualization and AI model prediction.

SunQ Platform
A modern web platform with advanced features and user management capabilities for solar energy monitoring and management.

1st Prize - Smart Waste Collection Solution
AI-powered waste collection enhances efficiency by utilizing camera-based AI video recognition to analyze waste disposal in real time. By generating statistical data on waste production by day, season, and location, the solution optimizes collection routes and vehicle dispatching areas, maximizing waste collection efficiency. This data-driven approach enables municipalities to reduce operational costs and implement systematic urban cleaning strategies. AI Analysis for Waste Collection Vehicles: • Vehicle Monitoring: Analyzes distance traveled, operation time, speed, and safe driving indicators for different routes. • Recognition of Standard Waste Bags: Automatically collects data on type, location, time, quantity, volume, and weight of waste bags. Cloud-Based Integrated Analysis: • Optimization of Waste Collection and Vehicle Operations: Enhances work productivity and maximizes dispatch efficiency. • Cost Reduction for Urban Cleaning Management: Optimizes the number of collection vehicles needed, reducing administrative costs.

Journalism Club Blog Website
A simple blog website that posts articles related to various events and activities within Woosong University.

Car Hub Web Page
A simple Car Finder App built with Next.js on RapidAPI. It helps users find the right car and rent it.

Mini Mart Management System
This system is built using Microsoft Access and incorporates some VB (Visual Basic) and Macro elements. The project aims to manage various aspects of a mart or store, such as products, inventory, sales, and customers.

W-Haksen
A platformer game created with Construct 3 game engine.

Brain Tumor Detection
Brain tumor detection using sklearn and python.

Web Dev
This is a simple responsive bootstrap website that contain information of the Software & Entrepreneurship Club's projects.

Web3 Smart Contract Integration
Built single-page applications (SPA) with HTML/CSS/JavaScript and integrated Web3 smart contracts using Alchemy, Moralis APIs, Hardhat, and Ganache. Produced Khmer-language video tutorials for blockchain awareness.

Seoul Bike Demand Prediction
Predicting the demand based on season and wheather. A Supervise Learning case.

Amazon Fine Food Review
Sentiment Analysis prediction using Vader, bag of words approach. And Roberta Pre-trained Model from hugging face.

AUREX - Gold Spot Market Sentimental Signal
AI intelligence system that analyzes global financial news and sentiment to predict XAUUSD (Gold/USD) price movements in real time.
Studio Wrap
Studio Wrap









