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In context of a neural network, what is the purpose of using non - linear activation functions like RelU or Sigmoid? 1 ) To ensure

In context of a neural network, what is the purpose of using non-linear activation functions like RelU or Sigmoid?
1) To ensure the model outputs are bounded
2) to avoid vanishing gradient issues
3) introduce non-linearity into the model. allowing it to learn complex patterns
4) To maintain linearity throughout the network layers

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