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Explain how speech recognition tasks change the naming of the Eyeball dev set and the purpose of this naming convention.
Question: When working on a speech recognition project instead of a computer vision project, explain how the name of the manually examined portion of the dev set changes, why it changes, and what the core purpose of this naming convention is.
Sample answer: For a speech recognition project, the manually examined portion of the dev set is referred to as an 'Ear dev set' instead of an 'Eyeball dev set'. This name changes because the developer is listening to audio clips using their ears rather than looking at data with their eyes. The core purpose of using terms like 'Eyeball' or 'Ear' is to serve as a reminder that this specific subset is being manually examined by human senses for error analysis.
Key points:
- The subset is named an Ear dev set for speech recognition tasks.
- The name reflects the modality of manual examination, which is listening to audio clips.
- The naming convention acts as a reminder that the data is manually examined.
Rubric: The response must identify the term 'Ear dev set', explain that the change is due to the auditory nature of speech recognition tasks (listening to audio clips), and explain that the naming convention serves as a reminder of manual human examination.
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What is the primary purpose of the Eyeball dev set when a large dev set is split into two subsets?
The name 'Eyeball dev set' is a reminder that a human manually looks at this portion of the dev set.
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Match each term related to dev set splitting to its correct description.
Arrange the steps for creating and using an Eyeball dev set from a large dev set in the correct order.
If you take 10% of a 5,000-example dev set as your Eyeball dev set, how many examples does the Eyeball dev set contain?
A 500-example Eyeball dev set drawn from a 5,000-example dev set is expected to contain about 100 misclassified examples.
The Eyeball dev set should be large enough so that your algorithm misclassifies enough examples for you to _____.
Match each Eyeball dev set fact to the concept it illustrates.
Arrange the reasoning steps for deciding whether an Eyeball dev set is properly sized in the correct logical order.
Explain how speech recognition tasks change the naming of the Eyeball dev set and the purpose of this naming convention.
Propose a dev set splitting strategy to balance manual error analysis with objective performance evaluation.
Explain the primary requirement for sizing an Eyeball dev set during error analysis.