Natural Language Processing (NLP)

Movie Recommender
NLP

Find movies to watch by describing plot themes like “scifi stuck in space”, “2 dudes goofing around comedy” and “time travel romance”. This is a full-stack Django app with React embedded within to provide SPA functionality for the main page.

YouTube

GitHub

Django

React

LangChain

HuggingFace

Sentence Transformers

Bible Search
NLP

What does the Bible say about ...? This is a semantic search tool to surface relevant verses and chapters in the Bible for a topic of interest using embeddings and Question-Answering models. Yes, this was made before ChatGPT exploded; I worked on it very sparingly on-and-off since 2020. I'm hoping to improve this with ChatGPT's API soon. But if anything, this should run faster and displays whole chapters for better context.

GitHub

HuggingFace

Sentence Transformers

scikit-learn

Streamlit

Geospatial Data Science

UNICEF AI4D Relative Wealth Mapping for SEA
Geo

Relative wealth estimates for 9 Southeast Asian countries. This is similar to Meta's Realtive Wealth Index estimates, but utilizing only open datasets and low-cost Random Forest models. We made this as a baseline work for SEA with an emphasis on replicability to spur further research in the region and beyond.

GitHub

scikit-learn

GeoPandas

GeoWrangler

Foursquare Studio

GeoWrangler
Geo

Python library to cut down dev time for geo-data processing and feature engineering so Data Scientists can focus on analysis or ML modelling. We made this to support common geo-data wrangling steps in our client projects, including our SEA Poverty Mapping work with UNICEF. I acted as Product Manager for this project.

GitHub

nbdev

quarto

GeoPandas

rasterstats

General Software Engineering

Bible Study Material App
General

React app to digitally serve UECPasay's Discipleship Group material.

GitHub

React

GitHub Pages

Game Development

Charge [2013]
Game Dev

Published Windows Phone game with 12k+ downloads. Made for a Microsoft hackathon in 2013. This is a video-game re-imagining of the popular Filipino kid game called Charge (played in real life with hand actions). The core concept is to "Charge" up, use your charges to "Wave" and attack your opponent, which you can "Block". Getting hit by a "Wave" from your opponent while you're "Charging" means game over for you. This video-game takes that core concept and turns it into a semi-rhythm game. Much like the rock-paper-scissors chant, you have to tap and choose your action in time with the beat to defeat the AI! Unfortunately, the Windows Phone store has shut down and so the game is not available anymore.

YouTube

XNA Game Studio

Less than Three (<3) [2013]
Game Dev

Javascript game made for a 2013 Valentine's Day Hackathon (winning entry) during our sophomore year as BS Computer Science students. Your objective is to find the one for you given clues to what they're wearing. Once you find them, you have to answer correctly to pass the 'compatibility' test. Every character is dynamically generated for each new run of the game. Warning: The game is unpolished as this was made in ~24 hours and was our first hackathon ever during our 3rd year as BS Computer Science students. No game engine was used; this was pure HTML/CSS/JS!

YouTube

GitHub

JavaScript

Creature Counter [2022/23]
Game Dev

Can you count the sea creatures in time? Quick exploration of the Godot game engine. I worked on this sparingly on-and-off when I had free time from work. Unpublished, but I can give a copy of the apk upon request.

YouTube