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Text based prediction

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@rumsinha wrote:

I have last 2 years of data with component and headlines. Unique 2035 components.

I need to build a prediction model which will learn from the 2 years data and then predict which component a new entered line or text will point to.

Can someone point me to the tools and methodologies that I can focus in R for this?

Regards

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