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4 cards from this section. Quick, good the night before a test.
What is data drift?
Think about changes in patterns of incoming data.
Name one tool for monitoring machine learning models.
One tool is an open-source monitoring system.
What is the primary purpose of monitoring machine learning models?
Consider the reasons for deploying a model continuously.
True or False: Concept drift refers to changes in data distribution.
Remember the definitions of drift types.
Design a monitoring strategy for a new image recognition model deployed in a live environment. What tools would you use and why?
Think about how each tool contributes to monitoring.
Evaluate the implications of a model not being monitored over a six-month period in a rapidly changing data environment.
Consider what happens to models as data changes.
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