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Backpropagation in Neural Networks

How does the backpropagation algorithm function within neural networks? Can you provide an intuitive explanation of the algorithm? What limitations does it have when compared to other optimization techniques? Bonus: Can you derive the backpropagation algorithm formally and demonstrate its effectiveness?

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