Machine Learning

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How can we improve Microsoft Azure Machine Learning?

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  1. Limit of experiments in a workspace

    Is there a limit of how many experiments can we create in one workspace? Is there a limit of how many runs can we create in one experiments?

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →

    Hi Azure Customer,

    We do not have limits on pipelines runs or limits on pipelines per workspace at this point in time (not sure if we want to introduce limits as part of the SKU/billing effort).
    We have a limit on the size of a pipeline (30,000 nodes) and the numbers of schedules that will trigger pipelines per month (100,000)

    We will update our document to make it clear. Thank you.

    Regards,
    Azure CXP Community

  2. Step by Step web response request service web app

    Please make a web app step by step request response tutorial from a ML azure studio experiment, for non native coder people is confusing to set up the service and make it available to the end user.

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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  3. AzureML should support to open multiple experiments in terms of tabs/pages simultaneously.

    Allowing editing or reading multiple experiments simultaneously will help to reuse any existing experiment flow.
    This will help to easily navigate to between experiments and use/update required information.

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  4. Allow UPDATE a table in Export Data transformation

    Currently I can only INSERT rows to SQL table in my SQL Server in Azure using Export Data transformation.
    It would be useful to allow also UPDATE in cases when we need to update prediction scores of already "predicted" probabilities in the target table.
    Thanks

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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  5. Trail between experiment and models

    We would like a way of tracing a model back to the experiment run that created it.

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  6. Improve model portability

    Allow easy identification of all of an ML studio models components and exporting of these to new workspaces. Currently copying has major limitations such as data set size, workspace location etc. Datasets get duplicated when used in multiple models during the copy etc. It should be possible to select and copy multiple experiments or projects and have the copy process bring along everything that is needed including training experiments, predictive experiments, transformations and web service parameters etc. without creating duplication.

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →

    Dear Azure Customer,

    Thanks for the feedback. Your feedback is very important to us. Our engineering team will investigate it and consider your feedback seriously. We will get back to you soon.

    Thank you for understanding.
    Azure CXP Community

  7. Mark models as faulty

    We would like to manually mark some models as faulty so that they cannot be used or restored.

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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  8. Is there a way to attach Data Bricks Cluster which is in a different resource group

    Is there a way to attach Data Bricks Cluster which is in a different resource group

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  9. Make warning that optimiation hasn't converged more apparent.

    The evaluation of my Multiclass Neural Network wasn't all that good. In looking to see what might have gone wrong, I came across a curious warning message in the training logs:
    /azureml-envs/azureml_1f1665f56e65fc1b774765297713b3cf/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:562: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.

    It would be good if this warning was more obvious. I'm re-running now with >100 iterations, but wouldn't have known to do this if I didn't comb through the logs.

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  10. Add Speech Service method to support knowing when speech is done

    Text to speech is a great feature of this service. However, we really need a way to know when the speech is complete. Either add another method that is not async and returns when the text has been completely spoken, or provide a method to check in a loop....

    or let me know how this can be done today. Thanks.

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  11. Remove AKS minimum core restriction ("cluster_purpose")

    If I want to attach an AKS cluster in development environments that don't meet the 4 agents / 12 core requirements, I need to set the "cluster_purpose = AksCompute.ClusterPurpose.DEV_TEST" parameter via the Python API. However, this parameter is not supported in ARM templates and also not in the Azure CLI extension, so this complicates our automation strategy.

    The minimum requirements for running an AKS cluster in production are well documented, so it shouldn't be up to the "Machine Learning service" to enforce any restrictions.

    Having this "cluster_purpose" parameter is just an unnecessary complication, and should therefore be removed completely.

    If…

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  12. Show summary in run history

    Show the summary in run history so that you can more easily track your iterations in your experiment

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →

    Dear Azure Customer,

    Thanks for the feedback. Your feedback is very important to us. Our engineering team will investigate it and consider your feedback seriously. We will get back to you soon.

    Thank you for understanding.
    Azure CXP Community

  13. When are you planning to upgrade the CRAN R version on ML. Is this an option or not on the cards for the near future?

    Is this on your road map or not? Need to know for purposes of functional technology

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  14. Add sklearn Pipeline for feature engineering chaining

    When doing repeated cross validation like k-fold, some feature transformer like normaliser/maxminscaler/feature_selector, etc should be fitted only on the training data (and then tranform the training and validation set). Otherwise some data leakage occurs.

    Therefore, would it be possible to add the sklearn pipeline object as an argument ?
    After splitting the dataset into training and validation set, automl would fit on the training set and apply the pipeline on the validation set, whatever the cv strategy

    One could then add the whole dataset and use the available cross validations strategies without

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  15. 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 →
  16. Continue other paths on error

    When an error occurs on one path it would be nice if the experiment would not stop immediately but continue on other paths and finish as many modules as possible before stopping.

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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  17. 1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  18. 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 →
  19. 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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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  20. Add PowerShell to Azure Notebooks

    Please add and improve the kernel for Windows PowerShell/Powershell Core/6/7 to Azure Notebooks.
    PowerShell should be treated as first citizen language and there are a lot of usecases for teaching with Azure Notebooks.
    Alternatively provide an option to load custom kernels.

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