Élio Pereira
Simulation Engineer
and
Machine Learning Student
Contact
Skills
Python
C/C++
HTML
MySQL
Git
LaTeX
Bash
Linux
Languages
English
(Fluent)
Portuguese
(Native)
Interests
Experience
Oct 2022 - Nov 2023
Porto, Portugal
Simulation Engineer
- Designed and developed a multiphysics simulation Python code (\(\sim 17000\) executable lines, \(\sim 14000\) comment lines) to be used by other teams;
- Produced respective Sphinx documentation;
- Created extensive regression models for physical variables of the wind turbine components, validated using experimental data.
Oct 2021 - Oct 2022
Porto, Portugal
Simulation Trainee
- Consultancy on Physics and Mechanical Design topics to other teams;
- Performed CFD simulations of internal flows in several components of Vestas' wind turbines;
- Worked under a Scrum framework, managed through Azure DevOps and Jira.
Education
Nov 2023 -
Machine Learning (autodidacticism)
- Certificates:
- Lectures:
- Practice:
Sep 2016 - Jul 2021
Lisbon, Portugal
Aerospace Engineering (MS)
- Grade: 17 (/20);
- Master's thesis: State-to-state Modelling of High-speed Nitrogen Shocked Flows , 19 (/20).
Sep 2013 - Jul 2016
Lisbon, Portugal
Projects
July 2024 - Aug 2024
- Description: construction of a CNN model for classifying skin lesions - benign and malign.
Stock Market Prediction - Dow Jones' Index
July 2024
- Description: construction of an LSTM to predict weekly stock prices of Dow Jones' 30 prominent companies.
Chemometrics - A Study on PCR and PLSR applied to Absorption Spectra
June 2024
- Description: thorough mathematical derivation of PCR and PLSR and their usage in a Chemometrics problem.
Apr 2024
- Description: detection of personally identifiable information (PII) in student writing.
Fev 2024 - Mar 2024
- Description: prediction of credit defaulting using data from credit contracts and bureaus.
Jan 2024
- Description: Identification of digits from a dataset of tens of thousands of handwritten examples.