Projects
Print Cost
Print-Cost is a project I built based on a personal experience from my college years, when I used to run a small printing business. At that time, pricing documents was still done manually—relying heavily on intuition, experience, and quick menta ...
Warung Assistant
Warung Assistant is an AI-powered assistant built using Large Language Models (LLMs), LangChain, and Retrieval-Augmented Generation (RAG) to help small retail store owners (warung owners) handle customer inquiries efficiently. The assistant answers common customer questions such as prod ...
Learner's Progress Monitoring Tool for AWS re/Start Program
a web-based application to automate learner progress monitoring for the AWS re/Start program by processing Canvas LMS gradebooks at scale. The tool transforms high-dimensional assessment data into clear, actionable summaries for program teams. Problem Canvas gradebook exports contai ...
Attandance Tracking from Microsoft Teams Report
Automated Microsoft Teams attendance tracking by normalizing participant names and applying fuzzy matching to accurately sync attendance data with an official database via a Streamlit web application. Problem Attendance tracking from Microsoft Teams is often done manually by mat ...