Efficient ResNets: Residual Network Design

1 code implementation • 21 Jun 2023 • Aditya Thakur, Harish Chauhan, Nikunj Gupta

We show that our ResNet achieves a test accuracy of 96. 04% on CIFAR-10 which is much higher than ResNet18 (which has greater than 11 million trainable parameters) when equipped with a number of training strategies and suitable ResNet hyperparameters.

Image Classification

Understanding human mobility patterns in Chicago: an analysis of taxi data using clustering techniques

1 code implementation • 21 Jun 2023 • Harish Chauhan, Nikunj Gupta, Zoe Haskell-Craig

This analysis will provide a sense of which neighborhoods individuals are using taxis to travel between, suggesting regions to focus new public transit development efforts.

Predicting blood pressure under circumstances of missing data: An analysis of missing data patterns and imputation methods using NHANES

1 code implementation • 1 May 2023 • Harish Chauhan, Nikunj Gupta, Zoe Haskell-Craig

Motivated by the pervasiveness of missing data in the NHANES dataset, we will conduct an analysis of imputation methods under different simulated patterns of missing data.

Imputation