At the heart of PAIGE are large-scale machine learning algorithms that are trained at petabyte-scale from tens of thousands of digital slides We are developing novel deep learning algorithms based on convolutional and recurrent neural networks as well as generative models that are able to learn efficiently from an unprecedented wealth of visual and clinical data