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What is the primary goal of model monitoring in MLOps?
Practice Questions
Q1
What is the primary goal of model monitoring in MLOps?
To improve model accuracy
To ensure model performance over time
To reduce training time
To automate data collection
Questions & Step-by-Step Solutions
What is the primary goal of model monitoring in MLOps?
Steps
Concepts
Step 1: Understand that models are used to make predictions or decisions based on data.
Step 2: Recognize that over time, the data or environment can change, which may affect the model's performance.
Step 3: Realize that model monitoring is the process of checking how well the model is performing regularly.
Step 4: Identify that the primary goal of model monitoring is to ensure the model continues to make accurate predictions.
Step 5: Learn that if the model's performance drops (degradation), monitoring helps to detect this issue early.
No concepts available.
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