tf.math.sigmoid
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Computes sigmoid of x
element-wise.
tf.math.sigmoid(
x, name=None
)
Specifically, y = 1 / (1 + exp(-x))
.
Args |
x
|
A Tensor with type float16 , float32 , float64 , complex64 , or
complex128 .
|
name
|
A name for the operation (optional).
|
Returns |
A Tensor with the same type as x .
|
Scipy Compatibility
Equivalent to scipy.special.expit
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Last updated 2020-10-01 UTC.
[null,null,["Last updated 2020-10-01 UTC."],[],[],null,["# tf.math.sigmoid\n\n\u003cbr /\u003e\n\n|-------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|\n| [TensorFlow 1 version](/versions/r1.15/api_docs/python/tf/math/sigmoid) | [View source on GitHub](https://github.com/tensorflow/tensorflow/blob/v2.1.0/tensorflow/python/ops/math_ops.py#L3134-L3154) |\n\nComputes sigmoid of `x` element-wise.\n\n#### View aliases\n\n\n**Main aliases**\n\n[`tf.nn.sigmoid`](/api_docs/python/tf/math/sigmoid), [`tf.sigmoid`](/api_docs/python/tf/math/sigmoid)\n**Compat aliases for migration**\n\nSee\n[Migration guide](https://www.tensorflow.org/guide/migrate) for\nmore details.\n\n[`tf.compat.v1.math.sigmoid`](/api_docs/python/tf/math/sigmoid), [`tf.compat.v1.nn.sigmoid`](/api_docs/python/tf/math/sigmoid), [`tf.compat.v1.sigmoid`](/api_docs/python/tf/math/sigmoid)\n\n\u003cbr /\u003e\n\n tf.math.sigmoid(\n x, name=None\n )\n\nSpecifically, `y = 1 / (1 + exp(-x))`.\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|--------|-----------------------------------------------------------------------------------|\n| `x` | A Tensor with type `float16`, `float32`, `float64`, `complex64`, or `complex128`. |\n| `name` | A name for the operation (optional). |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ------- ||\n|---|---|\n| A Tensor with the same type as `x`. ||\n\n\u003cbr /\u003e\n\n#### Scipy Compatibility\n\nEquivalent to scipy.special.expit"]]