Machine Learning

Welcome! The Azure Machine Learning team invites you to share and vote for features to help you build, manage, and deploy custom machine learning models.

Have a technical question, or want to learn more? Please visit our documentation, MSDN forum or StackOverflow.


  1. Add the Kolmogorov-Smirnov test within the "Filter Based Feature Selection" module

    The Kolmogorov-Smirnov test provides very important metrics for assessing the information value in each column, see https://en.wikipedia.org/wiki/Kolmogorov%E2%80%93Smirnovtest#Two-sampleKolmogorov–Smirnov_test

    If you are interested, I can provide an Excel spreadsheet with relevant example.

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  2. Love this idea, really!

    Azure Storage Explorer can save you a bit of hassle from I've seen. Great idea really.

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  3. Easier authentication into Azure ML ACR with Azure CLI

    Currently authentication requires several steps:

    amlacrid=$(
    az ml workspace show -g $rg -w $ws \
    --query containerRegistry -o tsv
    )

    amlacr=$(
    az resource show --id "$aml
    acr_id" \
    --query name -o tsv
    )

    az acr login -n "$aml_acr”

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  4. Make http status codes controllable from your scoring file (e.g. move the AMLResponse from Preview)

    I am using azureml.core.webservice.Webservice and the python SDK.

    Afaik being able to control the HTTP response code of a Webservice is not possible at the moment without AMLResponse which is in Preview and not recommended for production use cases.

    This is because the return of the run() function in the scoring file affects only the body of the response of the deployed webservice but cannot change the header.
    This means that the scoring file can return an Exception but the response will still have the status code 200. I would like to be able to return 4xx statuses like Bad…

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  5. Pivot and unpivot needed come on this is common datascience component

    Pivot and unpivot needed come on this is common datascience component

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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  6. Show recent workspaces in ML studio in workspace filter pane

    It would be good to show the recent workspaces in workspace filter pane in azure ml studio that would allow users to quickly switch from one workspace to another. There is enough landscape available on this pane too.

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  7. Integrate with Azure Time Series Insights

    Azure ML allows me to collect inputs going into the prediction service. Why not integrate with the awesome and powerful Azure Time Series Insights service to help me analyze how this data is changing over time?

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  8. Issue using a CSV were last entry in each row is a comma

    I have a CSV with following format:

    X1,X2,y
    0,2,0,
    1,2,1,
    2,2,2,

    All rows have 3 columns, but each row has a final comma.

    If I use a file like that to train an AutoML model using Python SDK, a new RAW column is added with name ColumnX. Thus if I want to deploy the model and use it I need to send a request with columns: X1, X2, and ColumnX.

    Code I'm using to get raw columns:

    run = AutoMLRun(exp, "experimentid")
    , bestmodel = run.getoutput()
    [x["RawFeatureName"] for x in bestmodel.namedsteps["datatransformer"].getfeaturizationsummary()]

    Not sure where…

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  9. Allow importing data from on-prem databases like Vertica, Oracle etc.

    We are going through a tool selection process for Machine Learning, and we think that Azure Machine learning fits most of our requirements, however one major drawback is that we cannot connect to other on premise databases other than Microsoft SQL server. Allowing multiple data source connectors gives much more flexibility as compared to other tools in the market.

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  10. 1 vote
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  11. MT-DNN-BERT Model inside Visual Interface of Azure ML Studio

    Any project need to use Semantic Models, badly need use either MT-DNN or BERT, can you please include MT-DNN or BERT Model inside Visual Interface of Azure ML Studio. Because that gives Azure edge over other AI Platforms DataRobot, other wise many customers move to other AI Platforms. I need to use either MT-DNN or BERT in my project. As per Gardner/Mckinsey report is saying more Intelligent Chat Bot with muliti lingual requirement flooding all over the world ever before in the AI.

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  12. Document azure devops machine learning tasks

    To create azure devops pipelines implementing MLOps(e.g. [1], you have created pipeline tasks which can be executed in the devops pipeline, e.g ms-air-aiagility.vss-services-azureml.azureml-restApi-task.MLPublishedPipelineRestAPITask@0 and others. There clearly mirror the CLI and API, but they provide no documentation. They should.

    1: https://github.com/microsoft/MLOpsPython/blob/master/.pipelines/diabetes_regression-ci.yml

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  13. error on : FailedToEvaluateRScript: The following error occurred during evaluation of R script: R_tryEval: return error: Error: bad restore

    I have the following error on azureml :

    FailedToEvaluateRScript: The following error occurred during evaluation of R script: R_tryEval: return error: Error: bad restore file magic number (file may be corrupted) -- no data loaded , Error code: LibraryExecutionError, Http status code: 400, Timestamp: Mon, 02 Dec 2019 06:33:22 GMT

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  14. Please add API that can show that upper /lower Part separatley that "RunDetails().show()" draw.

    About using Auto ML with "RunDetails().show()" of "Azure Machine Learning Service Python SDK" ,
    Please add API that can show only that upper Table Part that "RunDetails().show()" draw.
    Also, Please add API that can show only that lower Chart part that "RunDetails().show()" draw.

    *please check attachment that show the upper table part and lower chart part.

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  15. support for value added reseller scenarios

    suppose you want to build azure ml into an application targeted at non-technical users, and you wanted to
    - allow them to try out a machine learning feature of your application by using a trial (no-credit-card) version of azure ml studio
    - offload management of the ml trial period and quota (trial licensing security) to azure
    - provision the free azure ml studio account with an arm template

    is any of this possible right now? will it ever be?

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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  16. Script parameters in Azure ML portal

    The RunDetails widget displays the script parameters of the Estimator that were used for that Run. It would be great if they were also displayed on the Azure portal. Furthermore, i would like to be able to search and filter Runs based on the script parameters used.

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  17. Provide upload/import feature for xml and Json file in DataSet

    Hi,

    Most of the e-commerce marketplace supports only XML/JSON file, It will be very helpful if you provide supports for these file formats. I think you should implement the same functionality of import/export Dataset in Microsoft Azure Learning Studio, which is already available in Power-BI.

    Thanks.

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  18. AKS cluster remove models

    Bring the ability to remove particular models, and closing the containers from deployments onto an AKS cluster without deleting the cluster

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  19. Don't silently fail when an ARM template attempts to change an unchangable parameter

    When an ARM template attempts to change a workspace parameter that cannot be changed (such as hbiWorkspace), the template deployment succeeds without any error or notice even though the parameter specified in the template has not taken effect.

    This is counterintuitive at best, and also inconsistent with how other Azure resources work: those do throw an error when you try to change an unchangable parameter using an ARM template.

    Please fix this by always failing the ARM template deployment when the template tries to change an unchangable parameter.

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  20. support deployment for TF2.0

    it is un-acceptable that training support TF2.0, but deployment doesn't.

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