New to ML – Advice

I am looking to use ML to provide a single answer to a text input.

The idea is that I will have a dataset with two columns, a description column and a code column.

The user will enter a description via an api and the result will be a code that is most relevant based on the previous descriptions and codes used.

Can someone point me in the right direction. Zero experience with ML. Programming background.

Thanks