Portfolio

Mars Crater detection with YOLOv8

June 2024

This project focuses on implementing YOLO8 to detect craters on Mars

A Machine Learning Approach for Early Detection of Endometriosis Based on Symptom Experience

Mars 2024

Focuses on using ML to develop a self-diagnostic endometriosis tool based solely on patient-reported symptoms, achieving an F1-score of 0.92 and accelerated diagnosis via a concise set of 24 symptoms, utilizing an 800- example dataset

Text2SQL

January 2024

Text2SQL model for instructed-based generation of SQL queries from natural language with Llama2 and SQLCODER-34b achieving a 90% execution accuracy

Travelling Salesman Problem

June 2023

Study and comparison of approximate solution methods (nearest neighbor heuristic, 2-opt algorithm), with proposal of a metaheuristic based on swarm intelligence