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3 cards from this section. Quick, good the night before a test.
What is monitoring in data science?
Think about how you would check on something regularly.
What does maintenance involve?
Consider what you would do to keep a car running smoothly.
What is the primary purpose of monitoring in data science?
What are we checking regularly?
True or False: Maintenance is unnecessary if a model was deployed successfully.
Would a car need maintenance even if it runs well for a while?
Imagine you have deployed a model that predicts house prices, and you notice its accuracy drops significantly after six months. What steps would you take to diagnose and address this issue?
Think about the process you would follow to restore the model's effectiveness.
You are responsible for a model that analyzes online traffic patterns. Describe a systematic approach to monitor it over time.
Consider how you would stay informed without constantly checking manually.
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