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1:23
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How Adam Optimizer Works: Why It Replaced Gradient Descent
Most interviewers expect you to know why Adam is the standard optimizer for training neural networks. Most candidates fail because they memorize keywords instead of the math. SGD forces one learning rate on every parameter regardless of weight importance. Adam uses running means and variances to scale updates per parameter. Sparse parameters ...
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