João Manoel Herrera Pinheiro

I bridge the gap between cutting-edge academic research and production-scale AI deployment.

• 🤖 - Just an AI and Data Science Enthusiast

• 🎓 - PhD. Candidate in Eletrical Engineering - University of São Paulo

• 🎓 - MSc. in Mechanical Engineering - University of São Paulo

• 🎓 - MBA, Specialization in Software Engineering - University of São Paulo

• 🎓 - Specialization in Education - UNIVESP

• 🎓 - Mechatronics Engineer - University of São Paulo

• :movie_camera: - Content Creator at 2001 Engenharia

• 🧩🧠 - Autism twice exceptional (2e)

Projects

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

Current projects

Open Source Books

• An Introduction to Machine Learning

YouTube Channel

• Data Science Course in PT-BR

Past Project

• Boosted Trees: XGBoost vs. CatBoost vs. LightGBM

• Credit Risk Prediction

• A Study on Gradient Boosting Algorithms and Hyperparameter Optimization using Optuna

• Python Data Structures and Algorithms

• MATLAB Course in PT-BR

Publications

• 👉 ORCID page: orcid.org/0009-0001-6192-7374

• 👉 Google Scholar page

• A Synthetic Dataset for Manometry Recognition in Robotic Applications

• The Impact of Feature Scaling In Machine Learning: Effects on Regression and Classification Tasks

• A Leaf-Level Dataset for Soybean-Cotton Detection and Segmentation

• Breast Cancer Classification Using Gradient Boosting Algorithms Focusing on Reducing the False Negative and SHAP for Explainability

• Um estudo sobre algoritmos de Boosting e a otimização de hiperparâmetros utilizando optuna