About
I am a data scientist with a background as a semiconductor physicist and extensive experience in data handling and analysis applied to complex research. My current projects are in the field of data science using machine learning and statistical methods that can be useful for scientific investigations, business solutions and project funding.
Through research, I have worked on improving quantum devices and complex systems. To do this, I used automation processes, advanced mathematical models and data analysis using machine learning methods.
I am fluent in several programming languages including Python, SQL, C++ and Java. During my 10+ years of experience, I have used my programming skills to develop automation processes, advanced mathematical models and data analysis using machine learning methods.
My recent projects have involved the development of time series models for forecasting fuel demand and demand for metro trains in the metropolitan transport system of the city of São Paulo/Brazil.
Experience
Radix Engineering & Software
- Time series modeling for fuel and metro trains demand.
- Forecasting and anomaly detection.
- Accuracy analysis in demand forecasts for business decisions.
- Model performance explainability.
- Railway Technology and Development Award for innovative work [link].
Self employed
- Exploratory data analysis.
- Implementation of machine learning methods for business.
- Creating dashboards for data reporting and forecasting for business decisions.
Paternity leave
- Caring for my son in the hope of a better world.
Universidade de Brasilia, Brasilia, Brazil
- Spearheading of scientific projects related to manufacture of organic solar cells.
- Software engineering in data acquisition automation.
- Acquisition and analysis of performance data of the organic solar cells response.
- Optimization of procedures for manufacturing quantum devices.
NowGo Energy, Brasilia, Brazil
- Spearheading of projects related to the feasibility study and installation of solar power plants.
- Project finance of the feasibility of the power plant.
- Performance simulation and capacity factor.
- Simulation of company structure and business risks.
- Business intelligence.
- Costs, revenues and taxation.
Alcatel Thales III-V Lab, Alcatel, Paris, France
- Spearheading of scientific projects related to the manufacture of devices for world wide communication.
- Manufacture of lasers and optical modulators.
- Mathematical and statistical modeling.
- Exploratory data analysis from experimental data from several sources.
Sorbonne Université Campus Pierre et Marie Curie, Paris, France
- Spearheading of scientific projects related to the mathematical modeling of the manufacture of lasers and optical modulators.
- Acquisition and analysis of performance data of lasers and optical modulators.
- Optimization of procedures for manufacturing quantum devices.
- Software development.
Pontifícia Universidade Católica do Rio de Janeiro, PUC-Rio, Rio De Janeiro, Brazil
- Spearheading of scientific projects related to the manufacture of quantum devices.
- Mathematical and statistical modeling of the device performance.
- Exploratory data analysis from several source of formats of data.
- Software engineering in data acquisition automation.
Awards:
10th Prêmio Tecnologia & Desenvolvimento Metroviários, São Paulo, Brazil
Title: Optimising the efficiency of the metro rail system: operational analysis with data science.
Relevant Coursework: Data acquisition, data processing, structuring of cloud service, data analysis, development of methodology for passenger load sizing, time series models, pipeline deployment.
Links:Technical Skills:
Programming Languages:- Python: 5+ yrs.
- SQL: 3+ yrs.
- C, C++: 10+ yrs.
- Java: 5+ yrs.
Technologies:
- Data manipulation: PySpark, Jupyter, DataBricks, Pandas, MySQL, Excel.
- Data visualization: Power BI, Dash, Plotly, HTML, JavaScript.
- Collaborative tools: Git, SVN.
Languages:
- Portuguese: Mother language.
- English: Fluent.
- German: Basic.
- French: Basic.
Education
Universidade de São Paulo, USP, São Paulo, Brazil
Title: Growth, fabrication and test of quantum dots infrared photodetectors.
Relevant Coursework: Quantum devices fabrication, Software engineering, Systems automation, Data Acquisition, Data analysis, Software Development, Physics, Math, Statistics.
Universidade de São Paulo, USP, São Paulo, Brazil
Relevant Coursework: Data Acquisition, Data analysis, Software Development, Physics, Math, Statistics.
University of Brasilia, Brasilia University, Brasilia, Brazil
Relevant Coursework: Data Acquisition, Data analysis, Software Development, Physics, Math, Statistics.
Projects
Data Scientist and Machine learning
- Creation and implementation of Machine Learning and Deep Learning models.
- Data visualization dashboards for reporting.