This talk covers the state of real-time machine learning in production and the staggering differences in its adoption across Internet companies in the US and China. There are two levels of real-time machine learning. Level 1: Your ML system makes predictions in real-time (online predictions). Level 2: Your system can incorporate new data and update your model in real-time (online learning). This talk discusses both levels, their use cases, solutions, and challenges.