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ReLU activation function outputs a negative value for inputs less than zero.Group of answer choicesTrueFalse

Question

ReLU activation function outputs a negative value for inputs less than zero.

Group of answer choices
True
False

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Solution

The statement is False.

Explanation:

The ReLU (Rectified Linear Unit) activation function is defined as:

ReLU(x)=max(0,x) \text{ReLU}(x) = \max(0, x)

This means:

  1. If the input x x is less than zero, the output of ReLU will be 0 0 .
  2. If the input x x is greater than or equal to zero, the output will be x x .

Since the output cannot be negative for any input value (it outputs 0 for negative inputs), the statement is false.

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