Significance of Model Monitoring with LV by Sonny Hamilton & Dapeng Wang
Significance of Model Monitoring. With an ever-changing world and the continued increase of decisions being driven by ML we need to develop sophisticated monitoring to ensure models continue to perform over time, I will take you through my thoughts and look to answer the following questions:
Why is it important?
What are the risks if you do not monitor performance?
How do you balance the complexity of monitoring solutions vs human monitoring?