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What is the purpose of monitoring a deployed model?

Practice Questions

Q1
What is the purpose of monitoring a deployed model?
  1. To ensure it is still accurate and performing well
  2. To retrain the model automatically
  3. To visualize data inputs
  4. To reduce model complexity

Questions & Step-by-Step Solutions

What is the purpose of monitoring a deployed model?
  • Step 1: Understand that a deployed model is a program that makes predictions or decisions based on data.
  • Step 2: Realize that over time, the data the model sees can change, which might affect its performance.
  • Step 3: Know that monitoring helps to check if the model is still making accurate predictions.
  • Step 4: Identify any problems early, such as if the model starts to make mistakes or if its accuracy drops.
  • Step 5: Use the information from monitoring to improve the model if needed, ensuring it stays effective.
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