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Isabela Mitri

@isabelamitri

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Data Science Intern at Itaú BBA who cut agricultural report costs by 95% with automated remote inspections.

Brazil

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At Itaú BBA, I built a GeoSAM-based segmentation model that represents identified segments in reports, making results clearer to visualize and interpret. I also developed a satellite-data model to identify crop planting and harvest dates.

I developed automated remote inspection reports for agricultural areas, cutting the cost per report by 95% compared with the external vendor. In my University of São Paulo research, I developed DrRocket, a time-series classifier that achieved accuracy statistically equivalent to DrCIF with 50 kernels and much shorter execution time.

Experience

Work history, roles, and key accomplishments

Current

Data Science Intern

Current

Itaú BBA

Feb 2025 - Present (1 year 8 months)

Built an MVP of a GeoSAM-based segmentation model and developed models to identify crop planting and harvest dates from satellite data. Developed automated remote inspection reports, cutting cost per report by 95% compared to external vendor.

Python SQL AWS Sagemaker AWSAthena S3 GeoSAM Remote Sensing Satellite Imagery Image Segmentation Sentinel 2 Vegetation Index Git QGIS

Undergraduate Researcher

University of São Paulo

Aug 2023 - Sep 2025 (2 years 1 month)

Developed DrRocket, a hybrid classifier for time series classification, and evaluated its performance on 21 datasets. Presented results at SIICUSP and published code in a public repository.

Machine Learning Time Series Classification Python Rocket DrCIF Statistical Analysis Critical Difference Diagrams GitHub

Education

Degrees, certifications, and relevant coursework

University of São Paulo (USP)

Bachelor’s Degree, Applied Mathematics and Computational Science

2022 - 2026

Bachelor’s Degree in Applied Mathematics and Computational Science at the University of São Paulo (USP), Institute of Mathematical and Computer Sciences (ICMC), from 2022 to 2026.