๐Ÿ“š Node [[one vs all]] โ˜†
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๐Ÿ“œ Artificial Intelligence/Introduction to AI/Week 3 - Introduction/Definitions/One-Vs.-All.md (contribution by @KGBicheno) โ˜† ๐Ÿ“Ž

one-vs.-all

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Given a classification problem with N possible solutions, a one-vs.-all solution consists of N separate binary classifiersโ€”one binary classifier for each possible outcome. For example, given a model that classifies examples as animal, vegetable, or mineral, a one-vs.-all solution would provide the following three separate binary classifiers:

animal vs. not animal
vegetable vs. not vegetable
mineral vs. not mineral

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