Machine Learning

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How can we improve Microsoft Azure Machine Learning?

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  1. Set cloud_roleName in Application Insights

    It's currently hard to distinguish logs in Application insights because requests from different services/deployments all show up with the name "/score". As far as I've seen the only way to identify the service is to use a "startswith" on the "Container Id" customDimension.

    You should therefore set the "cloud_RoleName" field for all logs (requests, exceptions, traces). It should either be set to the service/deployment name, or it should be possible to specify a custom name per deployment (e.g. for allowing us to follow company-wide naming conventions).

    Setting the "cloud_RoleName" also enables other important features in Application Insights, like the Application…

    9 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  2. 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

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  3. 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?

    1 vote
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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

  4. We have to be able to export experiment in AML Studio so that it can be imported later with another account

    I developed an experiment in AML Studio and deployed it as a web service.

    I would really appreciate it if I can I export it so that it can be imported later with another Azure Account and it can be redeployed again (in case that i don't have my account anymore or i delete my current experiment)

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  5. Share notebook VM

    Is it possible for 2 users of an AML Workspace to access the same notebook VM? We are both collaborators in the workspace, but my colleague cannot access the notebook VM I created.

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  6. 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

    1 vote
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  7. Please add function to monitor "Used studio experimentation hour","Used Production Web API's Compute hours about previous month", "Used Prod

    I want to monitor below 3 things.
    Please add function that monitor below 3 things.

    1.Used studio experimentation hour
    2.Used Production Web API's Compute hours about previous month
    3.Used Production Web API's transactions about previous month

    4 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  8. 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.

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  9. 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.

    1 vote
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  10. 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…

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  11. 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.

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  12. Deploy a web service to AKS without a public endpoint

    It seems like the Machine Learning service currently always uses a public load balancer with a public IP when deploying a web service to AKS.

    We do not want to expose our web services to the public as that is a security risk - even with the Authorization keys. Also, even if we had to expose it, we'd prefer to use our own centralized ingress system to control the traffic coming into the cluster (e.g. via Azure Application Gateway v2).

    We therefore would like to be able to choose one of the following additional methods when connecting to AKS/when deploying…

    16 votes
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  13. Allow connecting a container registry from a different AAD tenant

    It's already possible to link an "Azure Container Registry" from a different subscription to a "Machine Learning service workspace", but that subscription has to be in the same AAD tenant.

    I'd like to be able to connect an "Azure Container Registry" from a different AAD tenant, so that we can have one central container registry for all our projects/environments, which are using different subscriptions in different AAD tenants.

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  14. Provide predict_proba for multiclass prediction models

    I have successfully trained a multi-class decision forest in ML Studio, but I would like to return all class probabilities as a 2d-array [n_scores, n_classes], not just the best class prediction. This is similar to the predict_proba() function from scikit learn models. Can you provide? My customer is asking for this feature.

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  15. 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.

    1 vote
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  16. Azure team please add Json file import feature

    It will be very helpful if you guys add an option to import data directly from json format file.

    2 votes
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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

  17. Please update Forecast package in Azure ML Studio

    The Forecast package on AZURE ML STUDIO needs to be updated. Can't Microsoft have a package update scheduled every month or so?

    3 votes
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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

  18. Export Azure ML Visual Interface experiments to Python

    To make the visual UI really useful, it would be great to support export of Azure ML Visual Interface experiments to Python.
    The same applies to the Automated ML UI.

    18 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →

    Hi Azure Customer,

    We have the plan for AutoML. But currently it is not in the roadmap for visual interface. We will be watching for additional upvotes for future priority considerations. Thank you for your feedback and understanding.

    Regards,
    Azure CXP Community

  19. Please provide Azure datalake as a source.

    , Either you can provide data source like you have provided in data factory where we are open to connect cross platform connection as source.

    1 vote
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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

  20. 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.

    1 vote
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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

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