Marcos de Souza Oliveira

Marcos de Souza Oliveira

AI/ML Researcher

Inatel Competence Center

Biography

I am an experienced professional, with 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 (human-centric) 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.

Cite DOI URL

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

Cite DOI URL