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In one to three sentences, describe how the dev set helps a team decide which ideas to keep refining.
Question: In one to three sentences, describe how measuring performance on the dev set helps a team decide which ideas to keep refining and which to discard.
Sample answer: Measuring an idea's performance on the dev set lets the team quickly detect whether that idea gives a small or large improvement. This quick feedback allows the team to decide efficiently which ideas are worth continuing to refine and which ones should be discarded.
Key points:
- Dev set measurement quickly detects small or large improvements from an idea
- This lets the team decide which ideas to keep refining and which to discard
Rubric: Full credit: mentions that dev set measurement quickly reveals improvement (or lack thereof) and that this informs the decision to refine or discard an idea. Partial credit: mentions only one of these points. No credit: unrelated or missing key concept.
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Machine Learning
Deep Learning
Supervised Learning
Dive into Deep Learning @ D2L
Data Science
Machine Learning Strategy
Machine Learning Yearning @ DeepLearning.AI
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