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Relation
Pros and Cons of ELU
Pros:
- Whereas with ReLU, all negative outputs go to zero, ELU can produce negative outputs
- Tends to converge cost to zero very quickly and produce very accurate results
- Additional parameter alpha. ELU becomes smooth slowly until its output equal to -α whereas RELU sharply smoothes
Cons:
- For x > 0, it can blow up the activation with the output range of 0 -> infinity
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Updated 2020-10-21
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Data Science