Machine Learning Vital Signs: Metrics and Monitoring of AI in Production
This talk details the tracking of machine learning models in production to ensure model reliability, consistency, and performance into the future. Production models are interacting with the real world, and it is terrifying that often times nobody has any idea how they are performing on live data. The world changes! Bias and variance can creep into your models over time and you should know when that happens.