Optum, Inc.

Veera Raghavendra Chikka

Raghav Bali

Subhadip Maji

Sudheer Ponnala

Eric D Tryon

Amy L Jensen

Nathan H Funk

M P S Jagannadha Rao

Anudeep Srivatsav Appe

Atul B Subhash

Swaroop S Shekar

Vamsi M Bhandaru

Various embodiments of the present invention provide methods, apparatus, systems, computing devices, computing entities, and/or the like for performing digital image processing operations. For example, as described herein, various embodiments of the present invention relate to performing digital image processing operations using at least one of using bounding box precision models to generate an optimal object differentiation kernel, using an optimal object differentiation kernel to generate/detect optimal bounding boxes of an image set, and using an image classification machine learning model to generate bounding box classifications for the optimal bounding boxes of an image set.

Digital image processing techniques using bounding box precision models

There is a need for more accurate and more efficient natural language solutions with greater semantic intelligence. This need can be addressed, for example, by natural language processing techniques that utilize predictive entity scoring. In one example, a method includes determining an overall prevalence score for the input entity data object with respect to a scored document corpus and a target section; determining a qualified prevalence score for the input entity data object with respect to a high-scoring subset of the scored document corpus; processing the input entity data object using an entity scoring machine learning model to generate the predicted entity score, wherein the entity scoring machine learning model may characterized by a plurality of multiplicative hyper-parameters and one or more additive hyper-parameters; and performing one or more prediction-based actions based at least in part on the predicted entity score.

Machine learning techniques for natural language processing using predictive entity scoring

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Hyderabad Telangana, India

Veera Raghavendra Chikka