LLM Insurance Chatbot

Architected a chatbot using RAG and LLMs serving 200K+ insurance clients. Handles policy inquiries, claims, and customer service.

Real-Time Fraud Detection

ML system processing transactions in real-time, reducing false positives by 60% while maintaining detection accuracy.

IMCO Competitiveness Index

Redesigned Mexico's State Competitiveness Index using PCA to create meaningful subindexes — now a national policy tool.

Aircraft Noise Impact Study

Built distributed processing on AWS handling 17M+ flight records. Regression models and dynamic reports for schools in Bogotá.

Air Quality CV Pipeline

YOLOv8 pipeline for automated image segmentation of air filters. Reduced manual inspection time by 80%.

Employment Matching System

ML system for government job portal processing 7M+ profiles. Improved job matching accuracy by 20%.

Project Buscadoras

Social impact research on missing persons in Mexico. Created 50+ visualizations integrating public and private data sources.

Bayesian Neural Networks

Undergraduate thesis on Bayesian approaches to deep learning and their application to Generalized Linear Models.