Ability to update recommenders incrementally

[reckart]

Is your feature request related to a problem? Please describe. Currently, all recommenders train totally from scratch when annotations change. However, in some cases, it might be possible to just update the existing model.

Describe the solution you'd like Implement the necessary APIs for recommenders to generate training instances only for that data that has changed and update themselves using these.