Optum Services (ireland) Limited

Julie Zhu

Gregory J Boss

Damian Kelly

Darragh Hanley

Jonathan Lawrence Herke

Various embodiments of the present disclosure facilitate recommendation prediction using machine learning. In one example, an embodiment provides for generating embeddings data related to one or more provider entities, predicting a set of provider entities for a patient entity based on a provider machine learning model, ranking provider entities in the set of provider entities to generate a ranked set of provider entities, and performing one or more actions to provide a recommendation for the patient entity based on the ranked set of provider entities.

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Minnetonka, MN, United States of America

Julie Zhu