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This repository aims to speed up the process of querying and assigning relevant UMLS CUIs to fields in your data dictionary. Currently, you can customize batch query scripts that utilize the UMLS api, MetaMap api, and/or an experimental semantic search approach with vector embeddings. Further development in progress.
ML research system analyzing USD dominance across BRICS vs G7 economies — featuring a novel Dollar Stress Index, XGBoost + LSTM + Transformer ensemble, FastAPI & Plotly Dash.
Ordinary Least Squares (OLS) analysis of the relationship between economic growth and human development in BRIC countries (Brazil, Russia, India, and China) from 2000 to 2019.