Esteban Correa
Machine Learning | AI in Precision Medicine | Healthcare | Electronic Health Records | GeoAI
- Role
- Data Scientist at Cincinnati Children's
- Location
- Cincinnati, OH, US
- LinkedIn followers
- 500 followers
About Esteban Correa
I\'m a computer engineer turned epidemiology data scientist with strong statistical, numerical & modeling background who focuses on developing data pipelines, machine learning models around clinical data.I code maps, machine learning models, and scientific vizPortfolio at https://sites.google.com/site/estebanmcorrea/Showcase?authuser=0
Experience
Data Scientist
May 2021 — Present · Cincinnati, OH, US
Responsibilities:• Automated ETL pipelines in EHR|EMR claims and geocoding using Python, R, and SQL.• Developed and validated machine learning models for disease prognosis and risk prediction (e.g, visits, severity, length of stay, readmissions, time to recurrence) with real-world data (e.g, EHR|EMR claims, lab data and medications), medical coding systems (e.g. ICD9/10, SNOMED), biomarkers, cohorts (UKB, AllofUS), and geospatial datasets.• Implemented advance statistical methodologies for population health studies (dimensionality reduction, time-series forecasting, anomaly detection, hypothesis testing, case control, longitudinal and mixed-effects modeling, time to event, fairness, explainability, and causal inference methods).• Designed clinical decision tools and dashboards in R Shiny for internal clinical operational/outcomes data.
Education
Universidad de Los Andes
Master of Engineering, computer graphics, image processing
2011 — 2013
University of Cincinnati
Doctor of Philosophy - PhD, Geographic Information Science and Cartography
2018 — 2021
Université Claude Bernard Lyon 1
Master's degree, Image processing
2012 — 2013
Universidad Tecnológica de Pereira
Bachelor’s Degree, Computer Software Engineering
2004 — 2009
Skills
- Javascript
- Programming
- Mysql
- Computer Vision
- Ext Js
- Git
- Matlab
- Algorithms
- Image Processing
- C++
- Machine Learning
- Linux
- Medical Imaging
- Software Development
- Computer Science
- Python
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