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Adding a Mislabeled Column to Error Review
If you suspect that a substantial share of the examples have incorrect labels, add a Mislabeled column to record how often label errors appear. One possible set of columns is File, Bicycle, Scooter, Occluded, Mislabeled, and Notes.
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Related
When to Repair Noisy Development Labels
Keep Validation and Test Label Fixes Aligned
In dev-set error analysis, what does it mean for an example to be mislabeled?
True or False: Mislabeled examples in a dev set are mistakes made by the model.
In a labeled example written as (x, _____), the second component is the target label.
Match each symbol in a mislabeled training example to its meaning.
Arrange the events that lead to finding a mislabeled validation example in a text classifier project.
What makes a dev-set example mislabeled?
Find the data problem in a traffic-sign classifier's dev set.
Where does a mislabeled dev example get its error?
Which option shows a mislabeled example in a wildlife image dataset used to classify birds?
True or False: In a mislabeled training example (x, y), the value y is wrong.
Learn After
When should a review log include a separate bucket for likely data issues?
When to mark an example as mislabeled
When you suspect many development examples may have the wrong label, what kind of spreadsheet column should you add to flag them?
When should you add a label-quality column to your error log?
A mislabeled entry in an error log marks cases where the reference label is wrong.
Add a mislabeled category to the error-analysis sheet when the _____ of incorrect labels appears to be substantial.
Match each spreadsheet column name to the kind of error information it records.
Order the Steps for Adding a Wrong-Label Column to an Error Review Spreadsheet
Which column is not part of the digit review log?
A mislabeled column belongs in every error-analysis spreadsheet by default.
Audit Sheet Column for Incorrect Labels
Match each description to the correct column in the review log.
Order the reasoning steps that lead a practitioner to add a 'Label error' column rather than ignoring suspected bad labels.
When to Add a Mislabeled Category to Error Analysis
Case study: Updating an error analysis spreadsheet when some labels may be wrong.
When to Add a Mislabeled Column
Learn After
When should you add a label-quality column to your error log?
A mislabeled entry in an error log marks cases where the reference label is wrong.
Add a mislabeled category to the error-analysis sheet when the _____ of incorrect labels appears to be substantial.
Match each spreadsheet column name to the kind of error information it records.
Order the Steps for Adding a Wrong-Label Column to an Error Review Spreadsheet
Which column is not part of the digit review log?
A mislabeled column belongs in every error-analysis spreadsheet by default.
Audit Sheet Column for Incorrect Labels
Match each description to the correct column in the review log.
Order the reasoning steps that lead a practitioner to add a 'Label error' column rather than ignoring suspected bad labels.
When to Add a Mislabeled Category to Error Analysis
Case study: Updating an error analysis spreadsheet when some labels may be wrong.
When to Add a Mislabeled Column
Questions
Related
When to Repair Noisy Development Labels
Keep Validation and Test Label Fixes Aligned
In dev-set error analysis, what does it mean for an example to be mislabeled?
True or False: Mislabeled examples in a dev set are mistakes made by the model.
In a labeled example written as (x, _____), the second component is the target label.
Match each symbol in a mislabeled training example to its meaning.
Arrange the events that lead to finding a mislabeled validation example in a text classifier project.
What makes a dev-set example mislabeled?
Find the data problem in a traffic-sign classifier's dev set.
Where does a mislabeled dev example get its error?
Which option shows a mislabeled example in a wildlife image dataset used to classify birds?
True or False: In a mislabeled training example (x, y), the value y is wrong.