Abstract: Improving the generalization performance of deep neural networks (DNNs) trained by minibatch stochastic gradient descent (SGD) has raised lots of concerns from deep learning practitioners.

Learn the distinctions between simple and stratified random sampling. Understand how researchers use these methods to accurately represent data populations.

YouTube power users thrive on tiny optimizations that save seconds on every video and compound into hours over a year. These 10 genius YouTube hacks focus on concrete tools, hidden menus, and data ...

Abstract: We consider multi-variate signals spanned by the integer shifts of a set of generating functions with distinct frequency profiles and the problem of reconstructing them from samples taken on ...