Projects

Here I have some of my projects that I am working on or had worked on in the past.

Current projects

Books

An Introduction to Machine Learning

An online book built with Jupyter Book that covers the main topics in machine learning with projects.

An Introduction to Amazon Web Service

An online book built with Jupyter Book that covers the basics of AWS services and how to configure some of the products with projects.

YouTube Channel

2001 Engenharia

YouTube channel that aims to teach courses in programming, data science, machine learning and engineering.

Past Project

Boosted Trees: XGBoost vs. CatBoost vs. LightGBM

An overview of boosting tree algorithms, their main differences, performance comparisons, and hyperparameter optimization

Credit Risk Prediction

A machine learning model to classify clients into risk profiles

A Study on Gradient Boosting Algorithms and Hyperparameter Optimization Using Optuna

Undergraduate thesis ‘A Study on Gradient Boosting Algorithms and Hyperparameter Optimization using Optuna’ is an empirical study that covers three Machine Learning Algorithms (XGBoost, CatBoost, LightGBM) in four datasets to improve the baseline model’s performance using Optuna and literature review of each topic.

Python Data Structures and Algorithms

Python-based examples of many data structures and algorithms

MATLAB Course in PT-BR

A MATLAB programming course on my YouTube channel, with more than 90 videos.