I want to pull data from an API(done) and use NLP to categorize that information. Then with those results push it into a webpage or GUI tool where it will highlight the text and say, is the correct? So I can use this GUI so that I can "teach" the learning model how to classify text

e.g

Category 1 - words 1, words 2, words 3 and similar

Category 2 - word4, words 5, words 6 and so on

Then it will go and try that and come back and ask me to tune it again and rinse and repeat. Once this model is trained I then want to see it later in a different script to point a news article at it for example and it will split out the data I need.

How can I achieve this please? What are the best tools and services to get this done, ideally open source if possible, if not then happy to use a commercial service if its cheap to do so, as this is just a personal project of mine.

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Thanks in advance.