Hi, I am trying to figure out what recommender or a combination of other 
techniques to use.
I have a system where a user is presented with a list of pre-defined (max 50 
products) when he/she is viewing a video clip from a finite (not huge) set.    
The relationship between video clip and what products to show is statically 
defined and can change from time to time.   We collect clicks and resulting 
buys for these products.   What we are trying to do is to come up with the 
recommender engine that would display top 4-5 products that a user would most 
likely click on and possibly buy (limited to the pre-defined list of up to 50 
or so products for that particular video clip).
We can think of a set of these pre-defined products as a category, but a 
product can appear in multiple categories.

What would be the best approach?

Thanks.

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