Marcos de Souza Oliveira

Marcos de Souza Oliveira

AI/ML Researcher

Inatel Competence Center

Biography

I am an experienced professional, with over 12+ years working in IT industry. I have worked in different positions summarized as AI/ML specialist, data scientist (DS), frontend, backend, fullstack, mobile and software engineering. My main interest is to develop meaningful, cost-effective and explainable AI models through unsupervised deep learning, exploratory data analysis, and optimization, specifically deep clustering, deep graph clustering, evolutionary algorithms and dimensionality reduction methods.

Interests
  • Exploratory Data Analysis
  • Deep Clustering
  • Deep Graph Clustering
  • Unsupervised Feature Selection
Education
  • PhD in Artificial Intelligence, 2024

    Informatics Center, Federal Unversity of Pernambuco - Brazil

  • MSc in Artificial Intelligence, 2018

    Informatics Center, Federal Unversity of Pernambuco - Brazil

  • Specialization in Software Engineering, 2016

    Unversity of Pernambuco - Brazil

  • BSc in Computer Science, 2014

    Faculdade dos Guararapes - Brazil

Recent Publications

(2023). FastAiAlloc: A real-time multi-resources allocation framework proposal based on predictive model and multiple optimization strategies. Future Generation Computer Systems.

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(2022). Unsupervised feature selection method based on iterative similarity graph factorization and clustering by modularity. Expert Systems with Applications.

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