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That's what regularization is for. You probably know that too, so pretend that was just for the benefit of the onlookers.
by dfan 10y ago
That's what regularization is for. You probably know that too, so pretend that was just for the benefit of the onlookers.
- cityhall 10y agoI think his point is no one can tell you from theory which regularization methods to apply to a particular problem to get the best results. You need expert knowledge, experience, and hyperparameter tuning.
- prats226 10y agoTransfer learning helps with overfitting too. It is proven to get more generalized model if you use transfer learning that if you train a model on your own with same data (even with large datasets). You need expertise in deep learning but the good thing is that you don't need a lot of expertise in domain of the problem.