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What is the significance of a cost function in the training of neural networks? Discuss how it affects the adjustment of weights during the learning

What is the significance of a cost function in the training of neural networks? Discuss how it affects the adjustment of weights during the learning process, and why choosing the right cost function is crucial.

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