This document discusses trends and developments in deep learning research presented by Jeff Dean from Google. It covers improvements in accuracy from increased data sizes and model scales, the prevalence of neural network approaches over other machine learning methods, and new areas of focus like reinforcement learning optimization and deployment. Application areas mentioned include computer vision, speech, language processing and vertical-specific domains.