How do we launch Python code that runs for hours and once every few seconds updates a chart? Machine learning professionals are more often staring at a terminal than at a line plot. It’s easy to agree that visualizations are useful but setting them up in all the different environments can be a hassle. We’ll explore multiple ways to visualize deep learning metrics and the tradeoffs they bring in the console and in notebooks.