Projects

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Sentiment Analysis Web App

Technologies: AWS Sagemaker AWS Lambda Amazon API Gateway LSTM Scikit-learn NLP PyTorch This was one of my projects during my Machine Learning Engineer Nanodegree. I trained a LSTM model which would classify movie reviews as negativw or positive reviews. The model was created and trained in AWS SageMaker, and then...

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Stock price prediction LSTM

Technologies: AWS Sagemaker Pytorch LSTM Pandas Numpy As my capstone project for my Machine Learning Engineer Nanodegree at udacity, I used AWS sagemaker to create two machine learning models. The first one was a regression model which aimed to predict future prices of a brazilian stock (WEGE3). The second was...

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Flare monitor PoC

Technologies: Python; Deep Learning; Transfer Learning; MATLAB; Keras; imageai; opencv I've recently developed a PoC for a big O&G company in order to address a common issue in offshore oil rigs. Gas flares are equipment that burn natural gas when a processing unit is not capable of processing all the...

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COMOS-TIA Plugin

Technologies C#; VBScript FBD (Functional Block Diagram); COMOS and TIA Portal are two softwares sold by Siemens: COMOS COMOS is a plant engineering software from Siemens. The applications for this software are in the process industries for the engineering, operation, and maintenance of process plants as well as their asset...

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ExtraOil.Web

Technologies Python; Django; CSS; HTML; Javascript; VB.NET; This was the last prototype I worked on while in Tubanharon. The goal was to port the ExtraOil software we had previously developed into a web environment. The main challenge in this project was to transform the ExtraOil software into something that could...

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OxyFree

Technologies Python; Django; Bootstrap JavaScript HTML CSS PostgreSQL OxyFree was a prototype of a process simulator I developed for a client in the steel industry. This was my first (and the company's) contact with web-development, so it required a lot of self-learning and being able to look for solutions on...

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ExtraOil

Technologies: Excel; VBA; VB.NET; ExtraOil is a process simulation software developed by Tubanharon. It is aimed at the vegetable oil industry and helps engineers in crushing plants take decisions in process parameters. I helped test and debug it, as well as develop some new functions for it. ExtraOil's main screen...

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Experimental bench automation + computer vision algorithm

Technologies: Python; Computer vision; Arduino; LabVIEW; git; MATLAB; At the lab I worked in during college we had this really cool experimental bench with water pumps, valves, an air diffuser, flow meters, cameras and LASERS: Schematic of the experimental bench My work was to automate it! So the guys teached...