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Deep Learning Interview Questions and Answers

Question - Can you train a neural network model by initializing all the weights to 0?

Answer -

No, it is not possible to train a model by initializing all the weights to 0 because the neural network will never learn to perform a given task. Initializing all weights to zeros will cause the derivatives to remain the same for every w in W [1] because of which neurons will learn the same features in every iteration. Not just 0, but any kind of constant initialization of weights is likely to produce a poor result.

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