I'm interested in data and code, especially the application of AI for Social Good in the Earth Science domain. I have experience developing projects in industry and academia, focusing on problem-solving and algorithm design.During my master's degree, I built a solid academic background with multidisciplinary knowledge to solve real problems using data. I improved my ability to learn advanced topics (deep learning, parallel computing) and new frameworks (Pytorch, PySpark). My academic project involved machine learning approaches to modelling spatiotemporal data.In the industry, my main goal is to build and deploy ML models in production with a DataOps approach. I have a solid background in Python with years of experience in software development and currently I'm part of the AI team that provides better solutions in the lawsuit workflow.My GitHub profilehttps://github.com/rafaela00castro
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Technology EngineerSerproRio De Janeiro, Rj, Br
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Technology AnalystSerpro Feb 2024 - Present
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Ai EngineerTribunal Regional Federal - 2ª Região Mar 2022 - Feb 2024Rio De Janeiro, BrasilI managed the new AI team at TRF2 and one of my main goals was to create synergy in the team that had diverse skills.In 8 months we put an AI system in production helping to improve the lawsuit workflow.To this end, I defined a technical strategy, provided guidance, and also developed with the team an end-to-end machine learning system, from data collection and processing to ML code and model deployment.Stack: Python, FastAPI, Spacy, Vue/Nuxt, Docker, Elasticsearch -
Data ArchitectTribunal Regional Federal - 2ª Região Mar 2017 - Mar 2022Rio De Janeiro E Região, BrasilI was a member of the Data Management team that was responsible for creating a single view of the key data used in the institution. I co-created a solution for data extraction and analysis. Stack: Python, Apache Drill, Apache Nifi, Apache Spark, Shell script (Linux), SQL, Ansible
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Software EngineerTribunal Regional Federal - 2ª Região Sep 2013 - Mar 2017Rio De Janeiro E Região, BrasilThe Tribunal Regional Federal is a public institution responsible for lawsuits at the federal level. I was part of the IT team that develop and maintain an open source project for IT Service Desk and Service Knowledge Management System.Stack: Vraptor (MVC framework for Java), JPA and Hibernate, JBoss, Git, Maven, Oracle, Javascript (Jquery, Angular).
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Machine Learning ResearcherCefet/Rj - Centro Federal De Educação Tecnológica Celso Suckow Da Fonseca Jul 2021 - Feb 2024Rio De Janeiro, BrazilI assist Prof. Eduardo Bezerra, researching short-term regional weather forecasting using radar data. I also collaborate with research studies and support the supervision of an undergraduate student. The research focuses on evaluating deep learning architectures, especially CNN and Transformers, to perform analysis and prediction of spatiotemporal data.Stack: Python, PyTorch, Xarray, Scikit-learn
Rafaela Castro Skills
Rafaela Castro Education Details
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Data Mining And Machine Learning
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Computer And Information Sciences And Support Services
Frequently Asked Questions about Rafaela Castro
What company does Rafaela Castro work for?
Rafaela Castro works for Serpro
What is Rafaela Castro's role at the current company?
Rafaela Castro's current role is Technology Engineer.
What schools did Rafaela Castro attend?
Rafaela Castro attended Cefet/rj - Centro Federal De Educação Tecnológica Celso Suckow Da Fonseca, Universidade Do Estado Do Rio De Janeiro.
What skills is Rafaela Castro known for?
Rafaela Castro has skills like Java, Javascript, Git, Apache Maven, Sql, Php, Jpa, Hibernate, Html, Jquery.
Who are Rafaela Castro's colleagues?
Rafaela Castro's colleagues are Hilda Souza, Roseli Tia, Gustavo Brandi Corrá, Frandberto Façanha, Maria Eduarda Furtado, Carlos Alexandria, Guido Antonio Hubner.
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