Learn Before
Sizing a Training Development Set
Many of the same rules used to choose a development set size also apply when selecting the size of a training development set.
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Using Training, Training-Dev, Dev, and Test Sets for Different Questions
Sizing a Training Development Set
What is the key difference between a training dev set and the training set?
Should the development set reflect the training data distribution?
A validation set should not _____ on the data used to fit the model.
Match each split component to its purpose in model development.
Order the steps for setting up and using a training-dev split.
Why keep a development subset separate when it comes from the same data source?
Find the mistake in a team’s proposed holdout evaluation plan.
Choosing the Size of a Monitoring Dev Set
Which split best creates a training dev set?
Does a training-dev set need to be the same size as the training set?
Learn After
How should guidance for a general dev set be used when selecting a training dev set?
Rules for choosing a development set size usually also guide the training-dev set.
Most advice for selecting a dev set size also applies to the _____.
Match each dataset to its sizing role.
How to choose a training dev set size
How should earlier validation-set sizing guidance inform a training-dev set?
Choose how to size a new model-tuning set.
Which sizing principles should be reused for a training dev set?
What does the word “most” imply in applying earlier sizing guidance to a training dev set?
Reducing the validation set size is the standard way to fix validation-set overfitting.