The Human Element in LLM Fine-Tuning
Examining subjective biases introduced during human-in-the-loop evaluation and methods for designing ethical alignment protocols.
I design and develop responsive web platforms and robust machine learning pipelines. Bridging user-centric interfaces with deep data systems to solve real-world problems with elegance and precision.

Discover ideal majors based on interests and plan your future education and career accurately using an active AI expert system.
Your AI Skincare Routine Analyst. Routicare uses computer vision and dermatologist-trained AI models to decode daily products, identify harmful ingredient conflicts, and optimize layering for your unique skin barrier.
Autonomous maritime surveillance system combining SAR satellite imagery and AIS data to detect illegal fishing (dark vessels) in Indonesia's EEZ. Features Unsupervised Isolation Forest, XGBoost anomaly scoring, and a LangGraph autonomous patrol agent for real-time threat reporting.
Automated multi-page web scraping and data pipeline leveraging Jobstreet's enterprise search API to collect fresh graduate hiring trends. Extracts role specifications, companies, locations, work types, and salary distributions into structured datasets for market intelligence.
Predictive machine learning model developed for SPARC 2026 competition to forecast customer repeat purchase probability and prioritize high-value follow-ups. Employs LightGBM with Optuna Bayesian hyperparameter tuning, Stratified K-Fold validation, and SHAP explainability.
A timeline of my campus journey — from ambassador roles and creative media, to AI communities and digital marketing.
Examining subjective biases introduced during human-in-the-loop evaluation and methods for designing ethical alignment protocols.
Practical strategies for structuring shared design tokens in Figma and compiling them reliably into modular Tailwind stylesheets.
Techniques for orchestrating low-latency aggregations and stream processing for instant client dashboard refreshes.
Have an interesting project, collaboration opportunity, or just want to say hi? Send me a message and I'll get back to you!