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Foundations
Feature
A single input attribute a model uses, such as a word count or a pixel value.
Definition
A feature is a single input attribute a model uses to make predictions, such as a word count, a pixel value, or a measured quantity. Classic machine learning relied on features hand-designed by experts, while deep learning learns useful features automatically from raw data. The set of features available to a model strongly shapes what it can learn.