Case Study: Setting a desired error rate using long-term application experience.
Case context: A team has worked on an important speech application for several years. They are now trying to decide what desired error rate to target for the next quarter's model.
Question: Based on the source concept, what should the team do to set their desired error rate, and what kind of intuition should they draw on?
Sample answer: The team should draw on their long-term experience with the application to form an intuition about how much more progress is reasonably achievable in the next quarter. Since they have worked on this important application for a long time, they are well positioned to judge realistic improvement, and this intuition should directly inform the desired error rate they set for the next quarter.
Key points:
- Team has worked on the application for a long time
- This experience gives intuition about reasonable progress next quarter/year
- That intuition should inform the desired error rate
- Distinct from product-experience intuition, which is about user experience
Rubric: Full credit for identifying that long-term experience with the application should be used to judge reasonably achievable progress, and that this judgment informs the desired error rate.
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Related
Which source of intuition helps set a desired error rate for a product-serving algorithm?
True or False: Long experience with an application can inform how much progress is reasonable next quarter or year.
If a learning algorithm serves a product, you might have intuition about the level of _____ needed for a great user experience.
Match each scenario to the type of intuition it reflects for setting a desired error rate.
Order the reasoning steps for using intuition to set a desired error rate for a product.
Explain how product-experience intuition can shape a desired error rate.
Case Study: Setting a desired error rate using long-term application experience.
Name two sources of intuition that can inform a desired error rate.
What kind of experience gives intuition about reasonable progress in the next quarter or year?
True or False: Intuition about desired error rate only comes from serving a consumer product.