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I have a simple 2 hidden layer feed forward neural network. As I increase the number of epochs, I am getting a much better F1 score for the test dataset.

Overfitting means that model is performing too well on training data, but my model performs well for the unseen test data (20% of dataset).

Is the only cost of more epochs more computation time in my case?

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