WeightWatcher (w|w) is an open-source, diagnostic tool for analyzing Deep Neural Networks (DNN), without needing access to training or even test data. It is based on theoretical research into Why Deep Learning Works and uses the Theory of Heavy-Tailed Self-Regularization (HT-SR), published in JMLR and Nature.