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> automatic feature extraction

Hope you have a *ton of data, otherwise it's not gonna happen

And a lot of tweaking of configuration parameters until it's "automatic".

This was true maybe 10 years ago. Not so much anymore.

No, it will still happen. The learned features will just be "overfit" to that small dataset.