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What is the vanishing gradient problem, why does it happen mathematically, and how does it affect the training of deep neural networks?
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Interview question asked to Data Scientists interviewing at DocuSign, Mailchimp, Intuit and other companies. Original question asked: What is the vanishing gradient problem, why does it happen mathematically, and how does it affect the training of deep neural networks?.