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Step function isn’t very “stable” as a “relationship candidate” for neural networks. Think about it: this girl (or boy) has got some serious bipolar issues! One day (for z < 0), (s)he’s all “quiet” and “down”, giving you zero response. Then another day (for z ≥ 0), (s)he’s suddenly “talkative” and “lively”, speaking to you nonstop.
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