Neural networks have emerged as a powerful framework for addressing complex problems across numerous scientific domains. In particular, the interplay between neural network models and constraint ...

Anyone who has ever tried to touch up a professional photograph knows that it can be a slow, painstaking process, depending on the image and what exactly needs manipulated. To help with that, NVIDIA ...

Deep neural networks have a huge advantage: They replace “feature engineering”—a difficult and arduous part of the classic machine learning cycle—with an end-to-end process that automatically learns ...