On the Utility of Equal Batch Sizes for Inference in Stochastic Gradient Descent

Rahul Singh, Abhinek Shukla, Dootika Vats

Stochastic gradient descent (SGD) is an estimation tool for large data employed in machine learning and statistics. Due to the Markovian nature of the SGD process, inference is a c…