dotnet / dotnet/machinelearning-modelbuilder

Model deployment to ASP.NET Core Web API (local)

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Description

We already have a local model deployment solution, the creation of a Asp.net core web API. Can be easily deployed via VS -> Right click to publish.

We need to ensure users can easily update _the model_ on retrain. Users shouldn't need to re-generate the project, or redeploy the project. Instead they should substitute out the model for a new one. This can be done by update the model in the model uri location.

https://docs.microsoft.com/en-us/dotnet/machine-learning/how-to-guides/serve-model-web-api-ml-net

** Concern here for security. We need to ensure support for private blob containers.

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