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Hi 👋, I'm Tiago Alves de Oliveira

Professor, Researcher, and Software Developer at CEFET-MG · Brazil

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👨‍🏫 About me

  • 🇧🇷 Professor of Computer Engineering at CEFET-MG (Divinópolis Campus)
  • 🎓 PhD in Bioengineering
  • 🔬 Researcher working on drug discovery, virtual screening, bioinformatics, and deep learning
  • 🧠 Interested in artificial intelligence, computer vision, scientific computing, Linux, and reproducible workflows
  • 💻 On GitHub, I share software projects, teaching materials, academic templates, and technical experiments
  • 📫 Contact: tiagofga@gmail.com

🔬 Research focus

My main research interests include:

  • Deep learning for drug discovery and repositioning
  • Virtual screening and molecular representation learning
  • Bioinformatics and AI for scientific applications
  • Computer vision and applied machine learning
  • Scientific software, data pipelines, and reproducible computational workflows

📚 Selected publications

  • Structure-based virtual screening: from classical to artificial intelligence
    Frontiers in Chemistry, 2020

  • Virtual Screening Algorithms in Drug Discovery: a review focused on machine and deep learning methods
    Drugs and Drug Candidates, 2023

  • Evaluation of Docking Machine Learning and Molecular Dynamics Methodologies for DNA-Ligand Systems
    Pharmaceuticals, 2022

  • Drug Discovery by Deep Learning and Virtual Screening: Review and Case Study
    Bioinformatics and Computational Biology, 2023

  • Predição de classes farmacológicas para o descobrimento e reposicionamento de fármacos por redes neurais convolucionais
    PhD Thesis, 2025


🚀 Featured repositories

Here are some public repositories that reflect different parts of my work:

  • mlp
    A C++ project for multilayer perceptrons, with CMake support, examples, tests, and optional OpenMP/CUDA backends.

  • be-the-hero
    A full-stack learning project with backend, frontend, and mobile applications.

  • Estruturas-de-Dados-em-C
    Educational repository with C implementations and teaching materials for data structures.

  • ModeloPreProjetoPFC
    Template for undergraduate final project pre-proposals in Computer Engineering.

  • Modelo-de-Apresentação-CEFET-MG
    Presentation template for final project defenses and academic use.


🎓 Academic profiles

Google Scholar ORCID Lattes Website


🌐 Connect with me

GitHub LinkedIn Stack Overflow

Instagram YouTube


🛠️ Languages & Tools

Core technologies

Python, C, C++, Java, JavaScript, TypeScript, Linux and Ubuntu

Data, ML & AI

Scikit-learn, TensorFlow, PyTorch and OpenCV

Web

React, Node.js and Express

Mobile

React Native Flutter

Databases

PostgreSQL, MySQL and SQLite MariaDB

DevOps & Cloud

Docker, Git, Nginx, Firebase and Heroku

🔍 Additional tools I have used

Android Studio, Arduino, Dart, MongoDB, HTML and CSS


🤝 Collaboration

I’m open to collaboration in areas such as:

  • AI and deep learning for scientific applications
  • Drug discovery, virtual screening, and bioinformatics
  • Data engineering and reproducible computational workflows
  • Educational software and teaching resources
  • Research-oriented software projects and applied machine learning

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