Epoch in terms of Neural Network is defined as one complete cycle through a training dataset. To complete a Neural Network training, you must have many epochs, for the model to understand better. Because with just a single complete cycle of the training dataset, that will not suffice the requirements, and the model will be unable to grasp the problem and generate solutions.
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