Task: Demonstrate Why Nonlinear Activation Functions Are Necessary in Neural Networks

Task: Demonstrate Why Nonlinear Activation Functions Are Necessary in Neural Networks: a task in Terminal-Lego-15k (Harbor dataset). A fundamental question in neural network design is: why must nonlinear activation functions be used? The core insight is that without nonlinear activations, any…