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ActivationUnits

Jupyter notebook to display activation units

  1. ReLU: Rectifier Linear Unit max(0, x)
  2. ReLu6: Rectifier Linear Unit Cropped at 6 min(max(0, x), 6)
  3. LReLU: Leaky ReLU x >= 0 ? x : a * x (a can be picked randomly in [1/8, 1/3]) paper
  4. ELU: Exponential Linear Unit max(0,x) + min(0, alpha (exp(x) - 1))
  5. GELU: Gaussian Error Linear Unit
  6. MISH: Self-Regularized Non-Monotonic Activation Paper
  7. SWISH: x * sigmoid(x) {Used in MobileNet but slow, use h-swish intead}
  8. Hard-SWISH: x (ReLu6(x+3)/6 (https://arxiv.org/pdf/1908.08681.pdf)
  9. Hard Tanh: max(-1, min(1, x))

jupyter notebook

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