Data Scientist - Ra
Regression Analysis for The Department of Mental Health, Illinois• Directed the application of NLP techniques and regression models to analyze patient trends, achieving model accuracies of 81.32% (linear) and 89.77% (polynomial) regression.• Spearheaded the integration of supervised learning algorithms with large-scale medical datasets, reducing unnecessary hospitalizations by 13%.• Led the development of robust API frameworks to ensure seamless deployment of healthcare… Show more Regression Analysis for The Department of Mental Health, Illinois• Directed the application of NLP techniques and regression models to analyze patient trends, achieving model accuracies of 81.32% (linear) and 89.77% (polynomial) regression.• Spearheaded the integration of supervised learning algorithms with large-scale medical datasets, reducing unnecessary hospitalizations by 13%.• Led the development of robust API frameworks to ensure seamless deployment of healthcare analytics models, supporting real-time access for medical professionals.End-to-end Pipeline for Synthetic Syndromic Surveillance System on Azure Cloud platform• Architected and led the implementation of an end-to-end machine learning pipeline on Azure, processing over 2 TB of data to support real-time health surveillance.• Managed complex metadata for real-time syndromic surveillance using ArcGIS and vector databases, organizing geospatial data and health metrics to support faster data retrieval and enhance system responsiveness in crisis situations, reducing manual analysis time by 50%.Baseball Analysis for UIC Flames• Led the development of strategies using transformers (GPT-3) and NLP to optimize query rewriting, resulting in a 15% increase in predictive accuracy and a 35% improvement in operational efficiency.• Managed the end-to-end implementation of data pipelines using Python, scikit-learn, and Databricks, ensuring smooth and efficient handling of large datasets.• Utilized Databricks and SQL to design logical data models, managing over 3,000,000 records in a structured database to enhance metadata accuracy for efficient retrieval and data transparency for coaching staff and analysts. Show less