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Why inspect about 120 validation mistakes?
Question: What is the main reason for manually reviewing about 120 validation examples that the model predicts incorrectly?
Sample answer: The goal is to inspect the mistakes, group them into common categories, and count how often each category appears so you can decide which problems to fix first.
Key points:
- Look through examples the model got wrong
- Group the errors into major types
- Use the counts to prioritize debugging work
Rubric: The response must explain that reviewing about 120 misclassified validation examples helps identify major error categories and rank them by frequency so the most important ones can be fixed first.
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Related
Why Perform Manual Error Analysis?
Should error analysis be limited to examples the model got right?
Manual error analysis is performed on about 100 incorrectly predicted _____ set examples.
Match each part of manual error review with its description.
Arrange the manual error-review process in order.
Using a Small Error Review to Set Priorities
Choosing the most important error type to fix in a document classifier
Why inspect about 120 validation mistakes?
What should be sampled for error analysis?
True or False: Error analysis helps rank fixes by impact.