Is a large number of documents needed for Deep Learning training?

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Andrii Khimich

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Question

Does Deep Learning require many documents for training?

 

Answer

Deep Learning activity for semi-structured documents:

  • For high-variability documents — at least 200-300 sample documents (2-3 sample documents per variant) is required.
  • For low-variability documents — at least 100 sample documents is required.

Deep Learning for NLP activity:

  • For high-variability documents — at least 300 sample documents (2-3 sample documents per variant) is required.
  • For low-variability documents — at least 50 sample documents is required.

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