https://huyenchip.com//2022/02/07/data-distribution-shifts-and-monitoring.html
Data Distribution Shifts and Monitoring
Chip Huyen
February 7 2022 12:00 AM
“…deploying a model isn’t the end of the process. A model’s performance degrades over time in production. Once a model has been deployed, we still have to continually monitor its performance to detect issues as well as deploy updates to fix these issues.”