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Smoothed ramp function
above x {\displaystyle x} . The names softplus and SmoothReLU are used in machine learning. The name "softplus" (2000), by analogy with the earlier softmax
Softplus
Type of activation function
(2010) made a theoretical argument that the softplus activation function should be used, in that the softplus function numerically approximates the sum
Rectified_linear_unit
S-shaped curve
du=\ln u=\ln(1+e^{x}).} In artificial neural networks, this is known as the softplus function and (with scaling) is a smooth approximation of the ramp function
Logistic_function
Smooth approximation to the maximum function
The LogSumExp (LSE) (also called RealSoftMax or multivariable softplus) function is a smooth maximum – a smooth approximation to the maximum function,
LogSumExp
Entropy of a process with only two probable values
inverse function is the logistic function, which is the derivative of softplus. Softplus can be interpreted as logistic loss, so by duality, minimizing logistic
Binary_entropy_function
Artificial neural network node function
properties that may be useful. For instance, the strictly positive range of the softplus makes it suitable for predicting variances in variational autoencoders
Activation_function
Type of artificial neural network
Alternative activation functions have been proposed, including the rectifier and softplus functions. More specialized activation functions include radial basis functions
Feedforward_neural_network
Mathematical function having a characteristic S-shaped curve or sigmoid curve
Statistical model for a binary dependent variable Logit – Function in statistics Softplus function – Smoothed ramp functionPages displaying short descriptions of
Sigmoid_function
Type of feedforward neural network
Alternative activation functions have been proposed, including the rectifier and softplus functions. More specialized activation functions include radial basis functions
Multilayer_perceptron
Smooth approximation of one-hot arg max
discrete-discrete distribution needs to be mimicked in a differentiable manner. Softplus Multinomial logistic regression Dirichlet distribution – an alternative
Softmax_function
Type of feedforward neural network
the original (PDF) on 2016-12-13. Retrieved 2023-04-10. Rectifier and softplus activation functions. The second one is a smooth version of the first.
Convolutional_neural_network
by the cost of evaluating these functions for addition and subtraction. Softplus operation in neural networks Zech's logarithm Logarithm table Logarithmic
Gaussian_logarithm
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Boy/Male
American, Arabic, Australian, Muslim, Punjabi, Swahili
Rush Boldly in to Danger; Heart; Inner
Girl/Female
Arabic, Pashtun
Name of the Heaven; Garden
Boy/Male
American, British, English
From the Settlement on the Hill of Hugh's Town
Surname or Lastname
German
German : occupational name for a musician or minstrel, from Middle Low German spel ‘play’ + man ‘man’.German (Spellmann) : habibtational name for someone from Spelle near Rheine or Spellen near Wesel.English : variant of Speller.
Girl/Female
Hindu, Indian
Rich; Goddess Lakshmi
Girl/Female
Assamese, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Oriya, Sanskrit, Sindhi, Tamil, Telugu
An Array of Clouds
Boy/Male
Arabic, Urdu
Heart Love
Boy/Male
Hindu
Lord Vishnu
Boy/Male
Indian, Sanskrit
Lord of the Moon
Girl/Female
Tamil
Desire
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