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Activation functions are crucial for neural networks because they add a non-linearity, allowing the network to learn complex patterns. The sigmoid function, which outputs values between 0 and 1, is useful for making predictions in binary classification tasks. ReLU, which outputs the input if it’s positive and zero if it’s not, is popular because it helps the network learn faster and avoids some training problems. These functions let neural networks create more flexible decision boundaries, makin
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