- Prediction, visualization and optimization of resources using time series forecasting models. - Implementation of preprocessing techniques in Optical Character Recognition (OCR). - Detection of duplicate reports using Natural Language Processing (NLP).
Data Scientist
Bancolombia
Jul 2021 - Mar 2022(9 months)
- Data mining for Anti-Money Laundering (AML) solutions in suspicious transaction detection. - Social Networks analysis to prevent money laundering. - Development of ETL processes to create tables for AML analysis. - Natural Language Processing (NLP) for the prediction of money laundering typologies.
Data Scientist Consultant
Universidad Eafit
Jun 2020 - Aug 2021(1 year 3 months)
Development of an end-to-end machine learning project related to customers classification and segmentation for debt management and recovery.
Data Science Lead
PRAGMA
Jan 2020 - Aug 2021(1 year 8 months)
- Support, training and managing the data science team. - Development of commercial proposals. - Lead the Data Science projects on different kind of industries such as retail and construction.
Data Scientist
PRAGMA
Jun 2019 - Jan 2020(8 months)
- Implementation of classification and segmentation models for marketing strategies (e.g churn prediction, RFM models). - Development of recommendation systems. - Data integration and consolidation strategies for the immediate analysis of relevant information. - Development of Dashboards in Python based on Plotly-Dash and DataStudio.
Lecturer
Universidad Eafit
Jan 2019 - Dec 2023(5 years)
Instructor professor of different subjects such as: - Data Analytics for Finance (Master degree course) - Math for Finance and Applications (Master degree course) - Mathematical Finance
Lecturer
Universidad Nacional de Colombia
Aug 2018 - Dec 2020(2 years 5 months)
Instructor professor of different subjects such as: - Linear algebra. - Differential calculus. - Integral calculus. - Multivariable calculus. - Differential equations.
Research Assistant
Universidad Eafit
Jan 2017 - Nov 2018(1 year 11 months)
- Analysis of large data sets related to private equity, stocks and international trade. - Execution of research projects related to private equity and corporate finance together with other research professors from Universidad EAFIT.
Education
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Master of Science - MS, Mathematics
Universidad Nacional de Colombia
Jan 2018 - Dec 2022(5 years)
Master of Science - MS, Finance
Universidad Eafit
Jan 2017 - Dec 2018(2 years)
Bachelor of Science - BS, Mathematics
Universidad Nacional de Colombia
Jan 2011 - Dec 2016(6 years)
Projects (professional or personal)
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Monitoreo de correos electrónicos. Proyecto de una pasantía