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AutoML - Experiment (dataset) and Deployment update process (life-cycle)

RadovanOresky
Partner Ambassador
Partner Ambassador

AutoML - Experiment (dataset) and Deployment update process (life-cycle)

Possibility to update the dataset which is used in the ML experiment would be great!

NEXT, possibility to update (exchange) ML deployment by new version of the model from ML experiment would be awesome!

I have training data that is updated every day and (possibly) new rows are added. What I would like to achieve is to use the same ML experiment that is already setup, and just see that the training dataset was updated, run the new version and deploy a better model.

But, when I look at the experiment's dataset overview, I see that it didn't update and only initial values are taken into training.

autoML_experiment_update.PNG

So, I have to create a new experiment for each new training dataset. This is a bit cumbersum.

Next level is to be able to also exchange the model in already created ML deployment with the new model. This will make it so much easier for app developers who use ML predictions. Currently they need to set up a new Data connection because there is always a new deployment.

I think that both update possibilities will make it much easier to handle data science project life-cycle. Could also increase adoption of AutoML.

Tags (2)
3 Comments
Steven_Pressland
Employee
Employee

Thank you for your feedback. I can confirm that all of the items on your list are on the roadmap as part of our continued improvements to the ML Ops lifecycle. We anticipate progressively delivering these over the short and medium term.

Status changed to: Open - On Roadmap
Meghann_MacDonald

From now on, please track this idea from the Ideation portal. 

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Meghann

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Ideation
Explorer II
Explorer II
 
Status changed to: Closed - Archived