#continuity

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easyAI-checkedNeural Network Basics

As a function of a scalar input, what kind of function does a ReLU network of any depth and width always compute?

A continuous, piecewise linear function1
A piecewise linear function that may jump where a unit switches on2
A polynomial whose degree grows with the depth3
A linear function, because every layer is affine4

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