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Sefik Ilkin Serengil

Code wins arguments

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Category: Math

Softplus as a Neural Networks Activation Function

Activation unit calculates the net output of a neural cell in neural networks. Backpropagation algorithm multiplies the derivative of the … More

activation function, neural networks

Step Function as a Neural Network Activation Function

Activation functions are decision making units of neural networks. They calculates net output of a neural node. Herein, heaviside step … More

activation function, backpropagation, heaviside, neural networks

Hyperbolic Tangent as Neural Network Activation Function

In neural networks, as an alternative to sigmoid function, hyperbolic tangent function could be used as activation function. When you … More

activation function, neural networks

The Math Behind Neural Networks Learning with Backpropagation

Neural networks are one of the most powerful machine learning algorithm. However, its background might confuse brains because of complex … More

backpropagation, neural networks, sigmoid

Sigmoid Function as Neural Network Activation Function

Sigmoid function (aka logistic function) is moslty picked up as activation function in neural networks. Because its derivative is easy to demonstrate. … More

activation function, neural networks

The Math Behind Elliptic Curves in Koblitz Form

In the previous post, we’ve mention the math behind addition law for elliptic curves over Galois Field GF(p) – prime … More

addition law, binary field, elliptic curve, koblitz

The Math Behind Elliptic Curves in Weierstrass Form

The most of cryptography resources mention elliptic curve cryptography, but they often ignore the math behind elliptic curve cryptography and … More

addition law, bitcoin, elliptic curve, prime field, weierstrass

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