What is the capacity of a neural network ?
Number of patterns it can store
Number of outputs
Number of nodes
Number of inputs
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The capacity of a network refers to the range or scope of the types of functions that the model can approximate. Informally, a model's capacity is its ability to fit a wide variety of functions. — Pages 111-112, Deep Learning, 2016. A model with less capacity may not be able to sufficiently learn the training dataset.
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