Algorithms for Efficient Learning Systems

In the last few decades, we have been witnessing an information revolution that can be traced back to the invention of integrated circuits and computer chips. The widespread use of electronic devices and computing resources has tremendously increased the rate at which we generate, gather and store data in every fields of science, business and engineering. Machine learning takes center stage in our quest for analyzing this vast amount of data and extracting latent knowledge from it. However,...