How to register scaler and encoder objects along with the trained model in fabric ?

[seas]

I trained a model in a Fabric notebook. Before training, I applied scaling and encoding operations to the data. For inference, I need to register the scaler and encoder objects along with the trained model so that they can be loaded and used in the inference script. I couldn't find documentation on how to achieve this. Could you please help me understand how to register all of them together and how to load them back in the scoring script?

[Anonymous · Accepted solution]

HI @seas,

So you mean to interact the model training operations dynamics based on hyperparameters or the notebook parameters? If that's the case, you can check to the following links about these parameters:

Hyperparameter tuning - Microsoft Fabric | Microsoft Learn

Solved: Parameterizing a notebook - Microsoft Fabric Community
Regards,

Xiaoxin Sheng