Mateus Gonçalves Machado

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Education

PhD in Computer Science

Universidade Federal de Pernambuco (UFPE) · Jan 2022 – present

Focus on Reinforcement Learning and reward signals research.

MSc in Computer Science

Universidade Federal de Pernambuco (UFPE) · Jan 2022

Focus on Reinforcement Learning.

BSc in Computer Engineering

Universidade Federal de Pernambuco (UFPE) · Jan 2019

Experience

Reinforcement Learning Researcher · Team Lead

ISI-TICs · Recife, Brazil · Sept 2025 – present

  • Task management and team coordination
  • Discovery and application of RL methods for real-world problems

Tech Lead

CIn-Softex Robotics Residence · Recife, Brazil · Aug 2024 – Sept 2025

  • Task management
  • Discovery and exploration of robotics technologies

Cluster Manager

ParqueTec-UFPE · Recife, Brazil · Feb 2024 – July 2024

  • Managed the ParqueTec-UFPE cluster
  • Organized cluster activities and Slurm management

Academic Experience

RobôCIn

Recife, Brazil · Jan 2017 – present

  • Designed and developed robot soccer behaviors using C++, Python, Docker
  • Developed AI algorithms for soccer robots
  • Created metrics to analyze team performance data
  • Led the team, organizing schedule, activities, and managing Git repositories

Renewable Energy Center

Recife, Brazil · Feb 2020 – Dec 2022

  • Studied Time Series methods for Wind Power Prediction on Wind Farms
  • Developed ML methods for Wind Power Prediction
  • Designed a Web application to analyze Wind Turbines status and predict Time Series

Proxy Oil Lab — LITPEG

Recife, Brazil · Feb 2023 – Feb 2024

  • Studied Artificial Neural Network methods for sequential data prediction
  • Developed ML methods for sequential data prediction

Skills

Languages: Python (6 years), C/C++ (2 years), SQL

Technologies: Deep and Machine Learning, ROS2, Gazebo, Docker, Git, Unix/Bash

Languages: Portuguese (Native), English (C1)

Accomplishments