explain why activation functions are necessary in neural networks. discuss what would happen if activation functions were not used?

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explain why activation functions are necessary in neural networks. discuss what would happen if activation functions were not used?
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Solution 1

Activation functions in neural networks are crucial for several reasons:

  1. Non-linearity: Real-world data is often non-linear. If we don't apply an activation function, the neural network would only be able to learn linear relationships. This is because without an activation function, a neural Knowee AI StudyGPT is a powerful AI-powered study tool designed to help you to solve study prob
Knowee AI StudyGPT is a powerful AI-powered study tool designed to help you to solve study problem.
Knowee AI StudyGPT is a powerful AI-powered study tool designed to help you to solve study problem.
Knowee AI StudyGPT is a powerful AI-powered study tool designed to help you to solve study problem.
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