• Payer Contracting and Enrollment

• Hospital Privileging

• Developed bilinear CNN models for image classification tasks using PyTorch.

• Created noisy image classification data sets from real world images to evaluate performance and robustness of existing fine-grained image classification models.

• Analysis of novel methods to boost image classification performance of existing neural networks.

Research on analyzing cell morphodynamics and phenotyping using Machine Learning techniques. Image analysis of cells using an active edge contouring model in MATLAB.