Making Artificial Intelligence Work in a Changing Environment

By Adrian Rivera Cardoso and He Wang Machine learning (ML) is changing our lives. We can instantly translate from one language to another, search entire libraries in a matter of seconds, and even prevent credit card fraud. ML’s success is mostly due to the power of artificial neural networks — a machine learning model inspired … Continue reading Making Artificial Intelligence Work in a Changing Environment

Explaining Nonparametric Regression on Low Dimensional Manifolds using Deep Neural Networks

By Minshuo Chen Background and Motivation Deep learning has made significant breakthroughs in various real-world applications, such as computer vision, natural language processing, healthcare, robotics, etc. In image classification, the winner of the 2017 ImageNet challenge retained a top-5 error rate of 2.25% [1], while the data set consists of about 1.2 million labeled high-resolution … Continue reading Explaining Nonparametric Regression on Low Dimensional Manifolds using Deep Neural Networks