Open to internships · Software, Data & ML
I build machine-learning systems end to end, from scraping the data to serving the model behind an API.
BS Computer Science at Angeles University Foundation. Project lead on A.S.E.A., a transformer-based classifier that detects Philippine SMS scams written in code-switched Tagalog–English.
Incoming SMS
Red-flag tokens
Verdict
-
Confidence 0%
01 · Featured work
Generic spam filters miss Philippine fraud messages because they're written in code-switched Tagalog–English. A.S.E.A. classifies SMS into 12 scam-intent classes and shows why a message was flagged.
Best model · mBERT · 12 classes
Outperformed the SVM, LSTM, and Naive Bayes baselines.
Pipeline I built
Scrapy scraping + Tesseract OCR into a Philippine SMS corpus
Six transformers vs. three classical baselines on Kaggle
Best model picked automatically from comparison metrics
SHAP surfaces the tokens behind each verdict
FastAPI inference with a Streamlit + Firebase interface
Models benchmarked
02 · More projects
UI/UX Design · Figma
A full design progression for a mobile app with a baby tracker, baby monitor, milk meter, calendar, diary, and notes. Structure and user flow were validated in low fidelity before any visual design.
Data Analysis · Power BI
An interactive three-page report: customers by state and year, a daily purchase trend with a forecast band, and loyalty and spend summaries.
Networking · Cisco Packet Tracer
Routed multi-segment topologies with IP addressing configured and connectivity verified end to end. Plus hands-on RJ45 termination on Cat5 UTP.
Database & Systems Design
Customers, orders, order items, products, suppliers, payments, deliveries, and inventory, modeled as an ERD, then mapped to keys and types and queried with SQL.
Python · Group final project
Character-level shifting with modular arithmetic for alphabet wraparound. Try it:
03 · Skills
Python is my primary language. The ML and backend tools were used to build A.S.E.A.; the rest come from coursework and labs.
04 · About
I'm a Computer Science student at Angeles University Foundation. My path here didn't start in a traditional classroom. I earned my high-school equivalency through the Alternative Learning System, which taught me to learn independently and finish what I start.
On A.S.E.A. I was chosen as project lead and took ownership of the parts most likely to break: training, deployment, and documentation. I'm looking for an internship where I can contribute to real systems and learn how professional engineering teams build, review, and ship.
Outside the IDE
Angeles University Foundation, Angeles City
Philippine SMS scam detection, co-authored; targeting SOICT 2026
Role recognized by the thesis adviser, instructor, and review panel
Department of Education, Philippines
05 · Contact
Available for internships in software engineering, data, or machine learning. Email is the fastest way to reach me.