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Posted to user@predictionio.apache.org by Saarthak Chandra <ch...@gmail.com> on 2017/09/06 13:15:04 UTC

Validate the built model

Hi,

With the Universal Recommender,

1. How can we validate the model after we train and deploy it?

2. How can we find an appropriate method of data mixing ??

Thanks
-- 
Saarthak Chandra,
Masters in Computer Science,
Cornell University.

Re: Validate the built model

Posted by Pat Ferrel <pa...@occamsmachete.com>.
We do cross-validation tests to see how well the model predicts actual behavior. As to the best data mix, cross-validation works with any engine tuning or data input. Typically this requires re-traiing between test runs so make sure you use exatly the same training/test split. If you want to examine the usefulness of different events you can compare event-type 1 to event type 1 + event type 2 etc. This is made easier by inputting all events, then using a test trick in the UR to mask out any combination of events for the cross-validation, using the single existing model so no need to re-train for this type of analysis. We have an un-supported script that does this but I warn you that you are on your own using it. 

https://github.com/actionml/analysis-tools <https://github.com/actionml/analysis-tools>


On Sep 6, 2017, at 6:15 AM, Saarthak Chandra <ch...@gmail.com> wrote:

Hi,

With the Universal Recommender,

1. How can we validate the model after we train and deploy it?

2. How can we find an appropriate method of data mixing ??

Thanks
-- 
Saarthak Chandra,
Masters in Computer Science,
Cornell University.

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