About

This page contains some details about my professional background and interests.

Education
  • PhD in applied mathematics
  • MsC in mathematics
  • BsC in computational and applied mathematics
Experiences
  • Data Scientist at 2RP Net (2022-actual)
  • Data Scientist/Specialist at Facti (2019-2022)
  • Phd researcher at UNICAMP (2015-2019)
  • MsC researcher at UFPE (2013-2015)
  • Scientific researcher at UNICAMP (2008-2012)
Marcelo Santos Carielo
FigAbout
My latest works
Dev.to
Posts on the Dev.to
RPubs
RPubs - R works
Intechopen.jpg
Chapter of book
Conference proceedings
Github projects

Portfolio

Works on machine learning, applied mathematics, and related areas.

Some mini-apps in prod

Skills

Development of predictive modeling with machine learning and statistics, using tools based-on Python and R. Also has experience with scientific research, lectures, and a pinch of Python dev with Flask, Django and Docker.

Awards:

  • 2021 - Honorable mention for ranking 2° in the 50th Brazilian Congress of Agricultural Engineering (CONBEA 2021) with the work: "Modelagem Preditiva com Aprendizagem de Máquina para a Produção de Café dos Munícipios de Minas Gerais" (download)
  • 2018 - Finalist in the 7th Conference on Applied Geometric Algebras in Computer Science and Engineering (AGACSE 2018)

  • Research

    Has published scientific articles in specialized journals and received awards at conferences.

    Machine Learning

    Development of real solution with machine learning models using clustering (k-Means, DBScan, Gaussian Mixture), time series (LSTM, GRU, GARCH), natural language processing (topic segmentation, chatbots, LLMs), computer vision (YOLO, Resnet, OpenCV), and others (SVM, RandomForest, XGboost).

    Visualization

    Development of interactive graphs with frameworks based-on Java Script.

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    August 2024, Brazil

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