Work, with a story.

The projects, the process, and everything learned along the way.

First Author

Combining an optimized classical baseline with transformer predictions for Indonesian sarcasm detection, while examining the limits of the results.

Backend Developer

Digitizing village administration through document archives, regulatory workflows, and automated database backups.

Project Lead & Backend Developer

Automating meeting minutes and connecting recordings, attendance, invitations, and email distribution in one workflow.

Comparing approaches to six-month food price forecasts and examining why low error alone does not guarantee useful predictions.

Curriculum Team Lead

Developing practical labs, video walkthroughs, and visual explanations for a machine learning learning path accessed by over 80 learners.

Research Assistant

Exploring continual learning for multilabel emotion classification while reducing catastrophic forgetting.

Data Analysis, Modeling & Evaluation

Comparing hourly electricity demand forecasts and investigating why strong next-hour accuracy did not translate into reliable 30-day predictions.

LIME Implementation

Exploring which image regions influence a classifier and why a correct prediction can still depend on surprising contextual clues.

Project Co-Lead

Building a desktop application to detect drowsiness through eye closure, yawning, and blink patterns.

Independent Developer

Understanding HTTP by building a Java socket server with threaded requests, file serving, protected routes, and a desktop interface.

Independent Developer

Organizing tutorial content into ordered presentation steps, with a shareable page and PDF export.