Highlights in this edition include: Yann LeCun vs. Chris Manning; UMAP, a faster t-SNE alternative; Soft Cosine Measure, an alternative to cosine similarity; a Convolution Visualizer; a tutorial on shipping NNs for iOS; Variational Inference explainer; RL doesn't work yet (and why); many resources on Interpretability and Fairness; DL frameworks for NLP; Neural Voice Cloning; ad-hominem attacks; and content-based citation recommendation.