Compare the two greenhouse error curves

A journey through would more examples help? with Botie.

Choosing and Checking a Model · A journey with Botie

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Botie's notebook

Model Comparisons Depend on How Much Data We Have

Part 1 of 2

A comparison at one dataset size can hide how two learning methods respond as more examples become available. A method that works well with few observations need not remain the best choice with many.

Sources for this history

Perlich, Provost, and Simonoff: A Learning-Curve Analysis (2003)
Scikit-learn: Learning curves

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