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. 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.

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  2. 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.

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  3. Enable downloading engineered feature tables

    Model interpretability posts as an important part in ML adoption. If we can download the engineered feature tables (like what H2O.AI) offers, that will speed up our customer adoption.

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  4. excel

    ML Excel extension support MAC version

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  5. Need reason code for model interpretability

    Can we have reason code (like the ones in DataRobot) to enable model interpretability?

    Also feature importance ranking graph?

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  6. 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.

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  7. 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.

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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

  8. Please add support for federated learning in AML

    More and more users are opting not to send their data back to cloud. In order to respect user privacy and scale the training of our ML models, it would be great if AML would support federated learning.

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  9. keras in R

    Need support for Keras in R

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  10. Please add function to enable distributed processing with Azure Machine Learning Studio itself.

    Please enable distributed processing with Azure Machine Learning Studio itself.
    When I do data analysis with module, an error occurs if the work time exceeds 24 hours.
    So, To reduce processing time, please add function to enable distributed processing with Azure Machine Learning Studio itself.

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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  11. Update SQLite version

    Currently, it seems that the Apply SQL Transformation module uses SQLite version 3.8.6. Could you update it newer one? As of 2019/05/01, the newest version is 3.28.0. It supports new SQL feature like window function, some useful extensions like Geopoly, and many performance enhancements.

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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  12. Model data collection for ACI deployed models

    As far as I can tell from the documentation it is only possible to enable data collection on models deployed AKS. In scenarios where it is not desirable to create and manage Kubernetes in a production environment it would be useful to have this feature also for ACI based deploys.

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  13. error during "ws = Workspace.from_config()"

    When I run the command "ws = Workspace.from_config()" in the notebook I get an error. The error is "AuthenticationException: You don't have access to d9c30d04-f393-4fbb-87fa-4b75ef106734 subscription. All the subscriptions that you have access to = [SubscriptionInfo(subscription_name='P-CSA 250$', subscription_id='13c3cc54-b676-4845-9974-a4e7f6c8b175')]. Please run 'az login' or set d9c30d04-f393-4fbb-87fa-4b75ef106734 as default subscription and retry". The subscription d9c30d04-f393-4fbb-87fa-4b75ef106734 exists. It is on this subscription that I have created the machine learning workspace.

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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  14. 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

  15. More text processing options

    Provide more string processing options in ML Studio & Visual Interface for ML Service. I use python pandas df[col].str.functions like lower, upper, strip, etc. regularly. Also would be good to have extract and match. Doc is here https://pandas.pydata.org/pandas-docs/stable/user_guide/text.html

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  16. 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 →
  17. 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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  18. 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 →
  19. Option to Deploy web service as HTTP instead of default HTTPS

    I need the ability to deploy my predictive model as a HTTP end point instead of the default HTTPS. There are lot of restrictions in the ERP test environment where I am building the client application that consumes the web service. An easy way to turn on/off from HTTPS to HTTP would be very useful as I migrate from Test to Prod.

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  20. Link Dataset, Experiment, Image, Model, Deployement

    As part of managing the whole Data Science Process within Azure ML, is there a way to link a Dataset, an Experiment and related produced Image, Model and Deployment, apart from description.

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