Projects
These projects emphasize problem framing, architecture, AI/ML components, data flow, production readiness, and honest placeholders where real metrics still need to be added.
Showing 8 of 8 projects
OCR / Document Processing
A FastAPI + Next.js service that extracts structured data from invoices, receipts, and tax documents using PaddleOCR.
Problem Solved
Finance teams manually key in data from invoices and receipts. This pipeline turns scans into structured JSON with a review UI.
LLM Workflow / HR Automation
A full-stack AI screening tool that parses CVs, maps them to job requirements, and ranks candidates : with transparent evidence for every score.
Problem Solved
Recruiters spend too much time reading CVs without a consistent rubric. This tool gives them structured insight per candidate, mapped to the job description.
Computer Vision / Field Operations
A face recognition attendance system for multi-outlet field staff, with real-time dashboard and location verification.
Problem Solved
Field supervisors need to verify staff attendance across multiple outlets without being physically present at every location.
Data Pipeline / NLP
A news monitoring system that scrapes CNBC Indonesia and Bloomberg Technoz, runs sentiment analysis with IndoBERT, and visualizes trends.
Problem Solved
Tracking market sentiment across multiple news sources manually is slow. This pipeline automates collection, analysis, and visualization.
Retrieval-Augmented Generation
A minimal RAG pipeline that reads local documents, chunks and embeds them, retrieves relevant context, and answers questions with source citations.
Problem Solved
Understanding how RAG works end-to-end: ingestion, retrieval, and grounded generation with observable intermediate steps.
Computer Vision / Health AI
A web app that detects skin conditions from uploaded images and provides educational answers through a FAQ chatbot.
Problem Solved
Early skin condition identification is often delayed because people don't know what they're dealing with or where to start.
Computer Vision / Classification
A deep learning classifier that sorts trash images into categories : plastic, cardboard, glass, metal, paper, and general waste : using VGG16.
Problem Solved
Manual waste sorting is inconsistent and labor-intensive. An automated classifier can improve recycling efficiency.
Data Analysis / Business Intelligence
A comprehensive business performance analysis of Kimia Farma covering net sales, profit, top products, and branch distribution with actionable recommendations.
Problem Solved
Business stakeholders need a clear view of what's driving revenue and profit across branches without digging through raw data.