Purpose of Pre-Development Error Analysis
Question: According to Machine Learning Yearning, what is the primary benefit of estimating a proposed improvement's accuracy gain before investing a month of development time?
Sample answer: The primary benefit is that it provides a quantitative basis to rationally decide whether the improvement is worth the development time, or if that time would be better spent on other tasks.
Key points:
- Provides a quantitative basis for investment decisions.
- Helps avoid wasting development time.
- Identifies if time is better spent on other tasks.
Rubric: The answer should mention obtaining a quantitative basis for deciding whether a task is worth the development time or if alternative tasks are better.
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Machine Learning
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Related
What should you do BEFORE investing a month of development time on a proposed ML improvement?
Error analysis provides a quantitative basis for deciding whether to invest development time in a proposed improvement.
Before investing a month on a task, Ng recommends you first _____ how much it will actually improve the system's accuracy.
Match each error analysis concept to its role in making project investment decisions.
Order the steps for using error analysis to make a project investment decision.
What does the 'simple counting procedure' of error analysis give you a quick way to estimate?
According to Machine Learning Yearning, you should implement a proposed improvement before estimating its potential accuracy gain.
Error analysis gives you a quick way to estimate the possible _____ of incorporating an improvement into your ML system.
Match each error analysis result to the investment decision it most directly supports.
Order the reasoning steps for deciding whether a specific error category is worth one month of development time.
Analyzing the Role of Error Analysis in Resource Allocation
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Purpose of Pre-Development Error Analysis