Gabriel Freguglia Barros, Dsc

Gabriel Freguglia Barros, Dsc Email and Phone Number

Pesquisador de pós-doutorado @ Programa de Engenharia Civil da COPPE/UFRJ
Juiz de Fora, MG, BR
Gabriel Freguglia Barros, Dsc's Location
Juiz de Fora, Minas Gerais, Brazil, Brazil
Gabriel Freguglia Barros, Dsc's Contact Details

Gabriel Freguglia Barros, Dsc work email

Gabriel Freguglia Barros, Dsc personal email

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About Gabriel Freguglia Barros, Dsc

Data Scientist and Machine Learning Engineer with over 5 years of professional experience across various sectors, including finance, retail, and healthcare, as well as an additional 6 years of academic experience in the same subjects. I have extensive experience in designing and implementing machine learning models to solve complex problems, such as credit risk modeling, customer behavior analysis, and personalized recommendation systems. I hold a PhD in Civil Engineering, with an emphasis on Scientific Machine Learning, where I explored the development of state-of-the-art models for complex systems, reflected in publications in high-impact scientific journals.Currently, I am a postdoctoral researcher working on the development of Neural Operators for multiphysics modeling in reservoir engineering. I also have experience leading multidisciplinary teams, ensuring the application of best engineering practices, and delivering data-driven solutions across various sectors. My main technical skills include Python, SQL, PyTorch, TensorFlow, Sklearn, JAX, Databricks, AWS, and agile methodologies.As a Python instructor at a U.S.-based bootcamp, I mentored students in fundamental programming concepts and data structures, preparing them for real-world challenges. Fluent in Portuguese, English, and Italian, I have a profile focused on problem-solving, innovation, and continuous learning.Keywords: Machine Learning, Data Science, Data Engineering, Python, Deep Learning, PyTorch, TensorFlow, JAX, SQL, Databricks, AWS, Statistical Modeling, Data Analysis, Technical Leadership, Neural Operators, Agile, Scientific Machine Learning, CFD.

Gabriel Freguglia Barros, Dsc's Current Company Details
Programa de Engenharia Civil da COPPE/UFRJ

Programa De Engenharia Civil Da Coppe/Ufrj

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Pesquisador de pós-doutorado
Juiz de Fora, MG, BR
Gabriel Freguglia Barros, Dsc Work Experience Details
  • Programa De Engenharia Civil Da Coppe/Ufrj
    Pesquisador De Pós-Doutorado
    Programa De Engenharia Civil Da Coppe/Ufrj
    Juiz De Fora, Mg, Br
  • Programa De Engenharia Civil Da Coppe/Ufrj
    Pesquisador De Pós-Doutorado
    Programa De Engenharia Civil Da Coppe/Ufrj Sep 2023 - Present
    Rio De Janeiro, Brasil
    - Scientific Machine Learning applied to Computational Science and Engineering- Contributions on Dynamic Mode Decomposition for numerical simulations speedup- Reservoir simulation- Computational Mechanics and Partial Differential Equations- Python, NumPy, sklearn, PyTorch, OPM Flow and FEniCSProjects:2020-Ongoing: INRIA Associate Team: High Performance Data Science (HPDaSc)2022-Ongoing: High-Fidelity Simulator to Support the Analysis of Stratal Stack… Show more - Scientific Machine Learning applied to Computational Science and Engineering- Contributions on Dynamic Mode Decomposition for numerical simulations speedup- Reservoir simulation- Computational Mechanics and Partial Differential Equations- Python, NumPy, sklearn, PyTorch, OPM Flow and FEniCSProjects:2020-Ongoing: INRIA Associate Team: High Performance Data Science (HPDaSc)2022-Ongoing: High-Fidelity Simulator to Support the Analysis of Stratal Stack Patterns2023-Ongoing: Development and Implementation of Neural Operators for Multiphysics and Multiscale Modeling in Reservoir Engineering Show less
  • Kunumi
    Lead Data Scientist
    Kunumi Aug 2022 - Aug 2024
  • Kunumi
    Lead Data Scientist
    Kunumi Jul 2021 - Aug 2024
    - Applied Data Science to solve multiple problems from a wide range of applications- Exploratory Data Analysis for tabular data using SQL, Spark and Python- Machine Learning Engineering for tabular data using LightGBM, XGBoost and scikit-learn.- Model Deployment using AWS
  • Bloomtech
    Data Scientist Instructor
    Bloomtech May 2022 - Feb 2024
    - Python Instructor for the Applied Computer Science unit in the Data Science Course
  • Civil Engineering Postgraduation Program - Coppe/Ufrj
    Researcher
    Civil Engineering Postgraduation Program - Coppe/Ufrj Mar 2019 - Jul 2023
    Rio De Janeiro, Brasil
    - Scientific Machine Learning applied to Computational Science and Engineering - Contributions to snapshots technology for Dynamic Mode Decomposition - Computational Mechanics and Partial Differential Equations - Python, NumPy and FEniCS

Gabriel Freguglia Barros, Dsc Education Details

Frequently Asked Questions about Gabriel Freguglia Barros, Dsc

What company does Gabriel Freguglia Barros, Dsc work for?

Gabriel Freguglia Barros, Dsc works for Programa De Engenharia Civil Da Coppe/ufrj

What is Gabriel Freguglia Barros, Dsc's role at the current company?

Gabriel Freguglia Barros, Dsc's current role is Pesquisador de pós-doutorado.

What is Gabriel Freguglia Barros, Dsc's email address?

Gabriel Freguglia Barros, Dsc's email address is ga****@****.com.br

What schools did Gabriel Freguglia Barros, Dsc attend?

Gabriel Freguglia Barros, Dsc attended Ufrj - Universidade Federal Do Rio De Janeiro, Ufrj - Universidade Federal Do Rio De Janeiro, Universidade Federal De Juiz De Fora.

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