Projects

Filipino Tokenizer

A Morphology-Aware BPE Tokenizer for Philippine Languages

An open-source BPE tokenizer built with Philippine language morphology in mind.

Exploralytics

A Python Package for Intermediate Plotly Visualizations

A PyPI package with 15+ ready-to-use Plotly visualization templates for exploratory data analysis.

Predicting House Prices in Sindian District, Taiwan

Multivariate Linear Regression with Plotly Visualizations

Applied multivariate linear regression to predict real estate prices in Taiwan's Sindian District.

Can we predict machine failures before they happen?

Predictive Maintenance — DataCamp Competition

Built a machine failure prediction model as part of DataCamp's predictive maintenance competition.

Can precision manufacturing move beyond reactive maintenance?

Predictive Maintenance Level 2 — DataCamp Competition

Second-level entry in DataCamp's machine downtime competition, pushing further on feature engineering and model tuning.

How do machines behave before downtime?

Predictive Maintenance Level 3 — DataCamp Competition

Final entry in DataCamp's machine downtime competition series, focusing on pre-failure behavior patterns.

Who's connected? Two decades of our digital world

Data Storytelling on Global Internet Connectivity

A data storytelling piece tracing how global internet access changed over 20+ years.

Understanding Fossil Records and Cinema Films

EDA on Fossil Data and SQL Analysis on IMDB — DataCamp Scholarship Competition

Exploratory analysis on fossil records using Python and IMDB database using SQL, done for DataCamp's scholarship competition.

Univariate Linear Regression: Understanding ULR from Scratch

Building Linear Regression Without Libraries

A from-scratch implementation of univariate linear regression to understand what's happening under the hood.

Comprehensive Exploratory Data Analysis of Wine Dataset

EDA with Plotly on Wine Quality Data

A thorough EDA on the wine quality dataset using Plotly for interactive visualizations.

BISTAG

Bisaya-Tagalog Morphological Analyzer

A finite-state morphological analyzer for mixed Bisaya-Tagalog text, built using a Python-based Non-Deterministic Finite Automaton.

Project Bantay

BFS and Dijkstra for Community-Accessible Disaster Response

A real-time flood prediction and evacuation routing system for Metro Manila using optimized BFS and Dijkstra's algorithms — published in the WCTP 2025 proceedings.

ISKOnnect

Reviewers by the ISKOlars, for the ISKOlars

A desktop app where PUP students can share and discover reviewers, notes, and practice tests — organized by college and course.

AuditGuard

ML-Powered Budget Risk Analyzer

An ML tool that automatically ranks budget line items by risk level and explains why each one is flagged — built for a DLSU masteral student's audit research.

SeekLiyab

Web-Based Real-Time Fire Detection System

An IoT-integrated fire detection system using a Random Forest classifier for real-time sensor analysis and emergency response.

Neusoft MNL Attendance Management System

Automated Data Analytics Pipeline for Employee Management

A Streamlit app that automates attendance data processing for Neusoft Manila employees, turning raw DingTalk exports into clean, downloadable reports.

ESIM Rover

B2B eSIM Management System

A B2B eSIM management platform built with Django class-based views and deployed on AWS.

Multi-class Real-Time Fabric Object Detection via YOLO

Real-Time Fabric Defect Detection with YOLOv8

A YOLOv8-based real-time fabric defect detection system achieving 94% accuracy at 45ms inference time.

Comparative Analysis of CNN Models for Fabric Defect Classification

Transfer Learning Benchmark on Custom Fabric Dataset

A transfer learning study comparing CNN architectures from TensorFlow Model Garden for fabric defect classification.

Multi-Agent Data Analytics Agent

An in-house agentic platform that automates data extraction from Excel, CSV, and BigQuery to generate visualizations and analysis — deployed on GCP with Okta auth.

AWS Student Builder Group PUP Official Website

The official public-facing website for AWS Student Builder Group PUP — the main online presence for the org.

AWS SBG PUP Skill Builder Department Learning Management System

A gamified LMS serving 400+ PUP students, built on a serverless AWS architecture with automated certificate distribution.

AWS SBG PUP Automated Certificate Generator System

An automated system that generates and distributes certificates to students who complete AWS learning paths.

TEDx PUP Official Website

The official website for TEDx PUP, built to support the event's online presence and ticket/registration flow.

AWS Community Day 2026 Official Website

The official website for AWS Community Day 2026 — a major AWS community event in the Philippines.

SIDLAK

Autonomous Electric Vehicle Prototype for SEMA Eco-marathon Poland 2026

An autonomous electric vehicle prototype being built for Shell Eco-marathon Poland 2026 — SIDLAK handles the software and AI systems side.