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Explain the origin of the term 'Blackbox' dev set.
Question: According to the course text, why is this specific subset of the dev set called the 'Blackbox' dev set?
Sample answer: The term 'Blackbox' is used because this subset of the data is only used to obtain 'Blackbox' evaluations of classifiers, meaning the models are evaluated automatically by measuring their error rates without developers manually examining the underlying examples.
Key points:
- The term 'Blackbox' originates from using the subset only to obtain 'Blackbox' evaluations of classifiers.
- It highlights that the subset is used for automated evaluations (like error rate measurements) and is not manually examined.
Rubric: The response must state that the term is derived from the fact that the subset is used solely to obtain 'Blackbox' evaluations of classifiers, which are automated measurements that do not involve manual inspection of the data.
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References
Machine Learning Yearning (Deeplearning.ai)
Machine Learning Yearning (Deeplearning.ai)
Machine Learning Yearning (Deeplearning.ai)
Machine Learning Yearning (Deeplearning.ai)
Machine Learning Yearning (Deeplearning.ai)
Machine Learning Yearning (Deeplearning.ai)
Machine Learning Yearning (Deeplearning.ai)
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Related
Which of the following best describes the intended use of the Blackbox dev set?
True or False: It is appropriate to manually examine individual examples in the Blackbox dev set.
The Blackbox dev set is named after the _____ evaluations it provides, since examples in it are never manually inspected.
Which of the following is a valid use of the Blackbox dev set?
You should avoid looking at the Blackbox dev set with your eyes.
In the running example from Machine Learning Yearning, the Blackbox dev set contains _____ examples.
Match each dev set term to its defining characteristic.
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What size range for a Blackbox dev set does Machine Learning Yearning say is sufficient for many applications?
The term 'Blackbox' is used because this dev set subset is used only for automated evaluations without manually examining examples.
The Blackbox dev set can be used to _____ among algorithms when comparing different model approaches.
Match each permitted use of the Blackbox dev set to a description of how that use is carried out.
Order the reasoning steps that justify keeping the Blackbox dev set off-limits for manual inspection.
Explain the core purpose and proper handling of a Blackbox dev set.
Diagnose a methodology error in a team's use of a split dev set.
Explain the origin of the term 'Blackbox' dev set.