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What is the use of leaky relu function?



What is the use of leaky relu function?..

Answer / Arvind Saini

The Leaky ReLU (Rectified Linear Unit) function is a variation of the standard ReLU function that aims to address the vanishing gradient problem in deep neural networks. Instead of outputting 0 for negative inputs as the standard ReLU does, the Leaky ReLU outputs a small positive value between 0 and some constant 'a'. The formula for Leaky ReLU is: f(x) = max(0, ax) + b. Here, 'a' is the slope of the line for negative values (usually set to 0.1), and 'b' is a bias term.

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