How to use Deep Learning when you have Limited Data

Re:How to use Deep Learning when you have Limited Data by nl on Friday February 03, 2017 @12:28AM (#13557919)

Transfer learning works pretty well for image classification related tasks.

Some other areas are much more challenging. For example, in natural language processing tasks you will sometimes see some benefit from using pretrained embeddings, but it is very task and model specific. There's some exciting work going on in this area though.

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Re:How to use Deep Learning when you have Limited Data by prats226 on Friday February 03, 2017 @12:42AM (#13557979)

Yeah correct. Even with text, there is some exciting work going on. We are in process of building a text based model and should put it up in this week that should work for multiple problems.

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