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MLOps using Azure ML Services and Azure DevOps

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My organisation has allowed us a test environment to try out various Azure tools. The container built as part of this example is shown as having over a dozen vulnerabilties...

The blob storage is not getting authenticated correctly: azure.common.AzureHttpError: Server failed to authenticate the request. Make sure the value of Authorization header is formed correctly including the signature. ErrorCode: AuthenticationFailed...

This PR contains modules and documentation of Observability modules. Observability is an abstract solution to send logs and metrics to AzureML and Application Insights. Components of this PR: - Fixing...

ot found SourceFolder: /home/vsts/work/r1/a/_model/object_detection:51 I have selected the model and version from the copy dialog in Azure DevOps > $(System.DefaultWorkingDirectory)/_model/object_detection:51 how do I get access to the model files in...

AutoML fails to run. Get an error message specifying that Parameter path now found. I included the error log from ML Portal. [2020-07-09 15:17:12Z] Failed to start the job because...

As mentioned in #304, there is room for improvement with the calling convention of get_model. Some callers are expecting None if there is no model. Others expect an exception. We...

enhancement

A customer had an issue with trying to make a request to the deployed AKS service from this example: https://github.com/microsoft/MLOpsPython/blob/master/diabetes_regression/scoring/deployment_config_aks.yml The issue was with the web service authentication - they...

doc

I have my Dataset registered in the Designer and after using Normalization (MinMaxScaler) funtion on it, the result dataset has NaN's and infinite values in it. I also downloaded the...

When creating e.g. the ACI deploy, we pass the parameters `inferencePath` which points to `$(Build.SourcesDirectory)/$(SOURCES_DIR_TRAIN)/scoring/inference_config.yml`. This file contains parameters for the inference config. On the other hand, if one enables...

enhancement

I'm trying to reduce the MLOps image size, because its 4.35GB. I followed some steps to reduce docker image size. Clean conda, remove file that are not needed. ### Reproduce:...