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matteuscruz/README.md

LinkedIn

Hi, I'm Mateus Cruz

Ph.D. Candidate in Electrical Engineering | AI Researcher | Software Developer

I'm a Ph.D. candidate with experience in two research institutions, Unifei and Inatel. Currently, I am pursuing a Ph.D. in Electrical Engineering at the Federal University of Itajubá (UNIFEI), where my research focuses on Neural Architecture Search (NAS) for EEG-based deep learning models targeting resource-constrained embedded devices. My work investigates hardware-aware optimization techniques for designing efficient neural networks capable of performing intelligent signal analysis in low-power edge computing environments.

During my time at the Instituto Nacional de Telecomunicações (INATEL), I conducted research on decentralized learning approaches based on Federated Learning and Blockchain, exploring distributed architectures for privacy-preserving and collaborative AI systems. Additionally, during my Master’s research, I investigated IoT-based solutions for agriculture using LoRa communication technologies, focusing on low-power wireless networks for Computer Vision and Machine Learning models, edge-enabled sensing, and smart monitoring systems for agricultural applications.

My background spans Engeneering, Computer Science, Data Science and Artificial Intelligence System, providing a multidisciplinary foundation for developing AI-driven solutions at the intersection of Edge AI, IoT, and distributed intelligence.

Main Projects

Medical Platform Federated Learning Platform EEG AI Optimization Blockchain for Medical AI

🛠️ Technology Stack

AI & Agents Python LangChain LangGraph CrewAI PyTorch TensorFlow Keras Hugging Face Ultralytics FastAI OpenCV Scikit-learn JAX ONNX
Backend & Cloud FastAPI Flask C# .NET Docker AWS
Data Eng & MLOps Apache Airflow MLflow PostgreSQL MySQL Git n8n Jupyter DVC Kubeflow GCP

Lattes CNPq

📄 Advances in the Use of rPPG for Non-Invasive Heart Rate Estimation
SBrT, 2025
📄 Brain Tumor Detection Using YOLOv11 on Edge Computing for Decision Support
ACDSA, 2025
📄 Enhancing Healthcare Through Collaborative Intelligence: a Federated Learning Case Study
IEEE LASCAS, 2025
📄 A Federated Learning-based Solution for Pneumonia Diagnosis in Remote and Low-Income Areas
SBrT, 2024
📄 Brain Tumor Images Class-Based and Prompt-Based Detectors and Segmenter: Performance Evaluation of YOLO, SAM and Grounding DINO
ICoABCD, 2024
📄 Pick and Place em Tempo Real Usando Visão Computacional com YOLOv8 e Staubli TS60
SBrT, 2024
📄 Application of YOLOv7 for Real-Time Detection of Aedes Aegypti
SBrT, 2023
📄 A Multi-Faceted Approach to Maritime Security: Federated Learning, Computer Vision, and IoT in Edge Computing
SBrT, 2023
📄 Evaluating Computer Vision Architectures for Ship Classification: A Comparative Study
SBrT, 2023
📄 Smart Farming with Computer Vision: Detecting Diseases in Strawberry Crops via Mobile Applications
SBrT, 2023
📄 Design, Deployment, and Validation of a Low-Cost IoT Platform based on LoRa for Precision Dairy Farming
SBrT, 2023
📄 Vehicle and Plate Detection for Intelligent Transport Systems: Performance Evaluation of Models YOLOv5 and YOLOv8
IEEE ICOCO, 2023
📄 An IoT Crop Recommendation System with k-NN and LoRa for Precision Farming
SBrT, 2022
📄 Design, Application, and Validation of an IoT Wireless Sensor Network based on LoRa for Strawberry Farming
SBrT, 2022
📄 Smart Strawberry Farming Using Edge Computing and IoT
SENSORS, 2022

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