Sara Cardona Carrillo Email & Phone Number

Antioquia, Colombia

• Coordinate the development team to define the product architecture and assist in evaluating the most suitable technologies to use, such as webservers, frameworks, databases, and design patterns.• Assist in the development of the work plan for tasks in each development and implementation phase in accordance with the set objectives.• Manage web development and predictive analytics projects using agile methodologies and Azure DevOps.• Manage the configuration of development, testing, and production environments (Gitflow).• Perform ETL from different data sources to store them in relational and non-relational databases.• Use Azure Function to enable ETL performance according to certain python triggers.• Design relational database model.• Design backend integrations solution for IoT devices.• Implementation of code in python to determine nearby points given by latitude and longitude, with respect to a reference point.• Implementation of CRUDs to serve business logic with FastAPI.• Utilize Data Factory for ETL processes and Machine Learning for executing notebooks.• Implement MLOps practices in Machine Learning projects.

• Lead development and innovation projects at a technical level.• Apply Computer Vision methods to detect trees and measure their diameter from RGB images, using Neural Networks and OpenCV• Develop sensing and predictive models with 93% accuracy, leading to gaining customer confidence in predictive capabilities and generating a Power BI dashboard• Design and implement statistical methods for the analysis of LiDAR point clouds.• Create Digital Models from point clouds.• Optimize code with Numba and Cuda in Python.• Analyze spatial data in geographic information systems (QGIS) to extract information of interest.• Develop projects with SCRUM methodology.

• Create and implement classification models such as Random Forest and Gradient Boosting to develop new vehicle count extrapolation methodologies for road planning.• Develop vehicle route optimization models to generate distribution center location recommendations for logistics companies using OR-Tools and Python.• Cleaning and transformation of data.