SelectedProjects
Theory applied. Systems built.
Geometric Framework of TDA for Text-Based Machine Learning
Undergraduate thesis applying Topological Data Analysis to extract geometric features from natural language vector embeddings. Developed at Universidad Centroamericana José Simeón Cañas under the supervision of Dr. Yoceman Sifontes.
Plataforma IA LPG
Editorial document consultation system with AI for La Prensa Gráfica. Includes conversational search, a PDF viewer with exact citations, document administration, and a production RAG workflow.
Tago
Live peer-to-peer vehicle rental app for El Salvador, connecting car owners and renters through a production web experience for browsing, listing, and booking vehicles.
Naive Bayes Stroke Predictor
Probabilistic model to predict stroke likelihood using Bayesian probability. Categorizes variables such as age, glucose levels, and health conditions to identify risk factors. Developed from scratch in Python as part of the AI course at Pontificia Universidad Javeriana.
Parametric Curves & Bézier Curve Modeling
Researched and modeled 2D/3D parametric curves and Bézier splines using Python, implementing Lagrange interpolation and Hermite cubic polynomials to analyze computational trade-offs.