Finding the right method for prediction

[obesli]

I have a two column data which is used for prediction for upcoming data.

The first column has categorical data which includes department names of requirements.
The second column has text data which includes the details of the requirements.
The third column has categorical data which includes department names of implementation of the requirements.

So I have new data in first and second column and predict the third column from historical data.

Which methods should I use to do the prediction?

[armingrudd]

Hi,
I think the documents provided at this link would be useful:

Data Mining algorithms selection

Hi, Here are some useful documents about machine learning algorithms and their use cases: This free and short e-book is a great introduction to machine learning and its algorithms: This page contains a short comparison of algorithms: https://blogs.msdn.microsoft.com/prakasht/2012/09/27/data-mining-algorithms-and-their-use-cases/