How to retrain models at different intervals

[oelesinsc24]

Is there a way to orchestrate retaining of models with Sagify?

Example: I would like to retrain my model every week and redeploy my endpoint. Do you have any recommendations about this?

Thanks in advance.

[ilazakis]

Hi @oelesinsc24 , thanks for reaching out.

We have identified this use case and are currently working on a solution that will allow scheduled (daily, weekly etc) re-runs against the same or different data sets.

Our current ETA is next month and will be part of a larger effort to bring CI/CD capabilities to ‘Sagify’. I will reply here when the work is completed.

[oelesinsc24]

Thanks for the prompt response @ilazakis. I came across this: https://docs.aws.amazon.com/step-functions/latest/dg/connect-sagemaker.html.

I hope this is helpful. Do let me know if there's anyway I can contribute to this.

Thanks again

[ilazakis]

@oelesinsc24 We did actually look into Step Functions a couple of years ago and implemented a POC but we decided to provide a more flexible (and cheaper) solution for people to be able to run their CI workloads anywhere they want e.g. locally or on GCP or Azure.

We're a few weeks away from releasing the aforementioned solution, will ping you here as mentioned earlier this month 👍