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Reviewing About 50 Mistakes Reveals Main Error Sources
Looking through roughly 50 mistakes from a focused development sample is often enough to identify the main sources of error.
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A Small Sample of Dev Errors Can Reveal Major Failure Patterns
Reviewing About 50 Mistakes Reveals Main Error Sources
Reviewing About 100 Eyeball Dev Errors Usually Reveals the Main Failure Patterns
Lower Error Rates Require Larger Review Sets
Why should the manually reviewed dev subset be large enough?
The rough sizing guidance for an eyeball development set is meant for tasks that people can evaluate reliably.
A validation sample should be large enough to reveal the system's main _____.
Match each example count to the amount of insight it typically provides when reviewing errors by hand.
Order the steps for reviewing a validation set to find the most common model mistakes.
Which example task is used to illustrate a rough Eyeball dev set size recommendation?
A tiny validation sample is enough to uncover every major failure mode in a model.
When manual error review is practical
Match each concept to the best description in a model error-analysis setting.
Decide Whether a Human Review Set Is Large Enough
How should an Eyeball dev set be sized to reveal the main error patterns?
Choose the right size for a review set in an image recognition project.
Purpose of an Eyeball Dev Set for Human-Level Tasks
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What does inspecting roughly 50 validation mistakes usually reveal?
A small sample of dev-set errors can reveal the main failure modes.
With about _____ manually reviewed mistakes, you can usually identify the main error patterns.
Match each error-analysis term to its description.
Order the steps for manually reviewing mistakes in a small validation sample.
Why Review a Small Set of Mistakes?
You must examine several hundred validation errors before you can tell what the main failure modes are.
Looking through about 50 manually sampled mistakes usually reveals the main error _____.
Match each manual error-review element to its role in diagnosing recurring mistakes.
Order the steps for deciding whether a manual review of dev-set errors is useful.
Why review about 50 errors in a manual error check?
Choosing a small error review sample.
How many validation mistakes should be checked to find the main error patterns?