Why-AzureML-Is data-defn required in webservice experiment

Govind Kanshi
1 min readAug 6, 2014

When you deploy a webservice with trained model for use in request response or batch mode, you will notice the initial dataset is still required.

Webservice deployment experiment with input/output published and trained model + scoring module.

This model requires data schema for input — in this case we got it from the initial dataset modified by R script which added headers to columns. What is dataschema — this is the shape of data (types/names of data points required for the input of webservice). This is invoked from the published webservice endpoints for the workspace.

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Govind Kanshi

I help create reliable, pragmatic software solutions using the dainty words like Cloud and Data. I work at Azure Cosmos DB team.