Natural language processing draws knowledge from a diverse collection of fields including computer science, linguistics, and statistics in order to extract pertinent information from the spoken or written word.

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What algorithm to use for a specific 'Named Entity Recognition'/'Information extraction' problem

I am trying to write a model that will extract certain details from financial documents. It must be able to extract the; contract start date, contract duration, contract value and all named entities. ...
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What are some ways to go about automatically categorizing calendar data?

I'm working on an application that takes as input your calendar data (i.e. the event titles like "Lunch with Barney" and their respective times), and automatically assigns each of them to a category ...