Reputation: 1
How can we convert Notebooks under Azure Machine Learning into Azure Web Service?
I have written a Jupyter notebook in Azure Machine Learning which executes without issue. Now, I have to publish the code as a web service. "From Jupyter Notebook to Azure Web App in 5 Easy Steps" describes converting a notebook into webservice using Docker and Azure Container Registry
Is there any alternative simple method within azure machine learning to convert the notebook into a web service? This can be done in the designer section:
.
Upvotes: 0
Views: 637
Answers (1)
Reputation: 3961
The "Designer" section of Azure ML is just a UI for creating Azure Machine Learning Pipelines. You can publish Pipelines as a "web service". Note that this is different than deploying a model as a webservice. Unfortunately, the Designer UI does not currently support NotebookRunnerStep, but the SDK does. So your options are:
- Use the SDK to define an Azure ML Pipeline with a
NotebookRunnerStep, or - turn your notebook into a Python script and use the Designer to create a Pipeline with a
PythonScriptStepstep
Upvotes: 2
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