SAP Predictive factory -> Model auto retrain -> Export as HANA procedure

[former_member186543]

Hi Team,

We have a very simple requirement around operationalizing an ML pipeline built in SAP HANA for productive usage.

We used SAP PA 3.2 expert analytics to train a model chain with different models and have exported it to SAP HANA procedure, deployed to the production, called via XSJS API in various runtime custom applications on Fiori, backend jobs etc. This is why we actually love PA 3.2 expert analytics, exporting models as chain HANA procs with comparisons is an excellent feature.

Requirement: We want the ML model to automatically retrain every 3 wks as per the new data in the training table and that this gets reflected in our already exported same HANA procedure so that we dont have to do any manual code again and again.

In predictive factory though there is an option to retrain the model but can it also automatically export model to a HANA procedure just like in PA expert analytics ? In case if not, then we want to understand what is the best possible way today to achieve this simple requirement.

Also we are not using automated analytics for this as the modeling in AA is not suitable for our needs and is not accurate.

Looking forward to hear back !!

Thanks,

Hasan Rafiq

AI and SAP - Deloitte