Hey!

I am currently open to a job in the fields of Data Science and Machine Learning Engineering!

Have a look at my career path below.

What I've Done

Education

Machine Learning (autodidacticism)

Nov 2023 - Oct 2024 (Lisbon, Portugal)

Aerospace Engineering (MS)

Sep 2016 - Jul 2021 (Lisbon, Portugal)

Engineering Physics (BS)

Sep 2013 - Jul 2016 (Lisbon, Portugal)

Experience

Simulation Engineer

Oct 2022 - Nov 2023 (Porto, Portugal)
  • Designed and developed a multiphysics simulation tool in Python for computing air flow rates, pressures, temperatures and heat loads in the wind turbine components;
  • Produced respective Sphinx documentation decribing the theoretical background, installation and usage of the code;
  • Created extensive regression models for physical variables of the wind turbine components, validated against experimental data.

Simulation Trainee

Oct 2021 - Oct 2022 (Porto, Portugal)
  • Performed CFD simulations of internal flows in several components of the wind turbines;
  • Performed consultancy on Physics and Mechanical Design topics to other teams;
  • Worked under a Scrum framework, managed through Azure DevOps and Jira.


[One-page resume]

Works in Machine Learning

Here I present some of my works done in the field of Machine Learning.

My Kaggle notebooks

These were mostly done in the scope of public Machine Learning competitions. A lot of the comments are on how detailed and thoroughly explained the notebooks are.

An App for Skin Lesion Classification

Created with Dash. The model had been trained and thoroughly described in Kaggle. The app had been deployed to AWS, but it is currently unavailable due to cost containment. May be made available on request.

My written notes

My most effective learning method is writing proofs on my own. These have been useful to me whenever I need to review some of the theoretical background with the simplest language possible.

Art

Here you may have a look at some of my amateur art.

Drawings

Done with plain paper and pencil.

Contact Me

Please, feel free to contact me.

Élio Pereira