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"A Stony Road" - Deep Learning Based Approach for Information Extraction with only a few Training Documents

In this article we present an Artificial Intelligence application on information extraction under the paradigm of less training data. In the specific case, data (offers, documents, photos, emails) from the real estate industry were processed. However, the presented solution can also be trained and used for any other information from completely different industries with little effort.

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Transfer Learning with ULMFiT

We use Transfer Learning with ULMFiT especially for our information extraction solutions. The main advantage is the small amount of data required to train the Deep Learning Model. Transfer Learning is one of the most important techniques used in the field of Deep Learning applications today. It is about the transfer of learned knowledge from a general to a specialized AI model.

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