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. 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.

    24 votes
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    1 comment  ·  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

  2. Enable GPU support when deploying to Azure Container Instances

    Azure Container Instances can be configured to provide GPU resources to the container (https://docs.microsoft.com/en-us/azure/container-instances/container-instances-gpu). However, there is no way to ask for GPU resources when deploying ML services via the Azure ML SDK (AciWebservice.deploy_configuration) or Azure CLI (az ml service create aci). Even if the image is built with GPU support enabled (ContainerImage.image_configuration(enable_gpu=True,...)), the image does not work properly in ACI because the GPU resources are not present.

    Please extend the SDK and CLI to allow specifying the GPU count and SKU when deploying to ACI.

    11 votes
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →

    Hi Azure Customer,

    Thank you for your feedback. This feature is currently not planned mainly because ACI doesn’t have full GPU support yet. We will follow up with ACI team and expose it when they add full support. At the meantime, we will keep this feedback and vote opening.

    Thank you for your understanding.

    Regards,
    Azure CXP Community

  3. Add detailed model training progress information in Machine Learning Studio experiment view

    At now, the only training progress indicator in experiment view is a time elapsed counter. The idea is to extend number and types of possible counters while the model is being trained. Such information could possibly be: current training iteration, progress percentage, etc.

    7 votes
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →

    Hi Azure Customer,

    After internal review, this feature request is not currently in the roadmap. We will keep this feedback open and watching for additional upvotes for future priority considerations. Thank you for your feedback again ^^

    Regards,
    Azure CXP Community

  4. 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 →
  5. Need a module to identify Low / High Correlated feature with Target Variable as well as High Correlated input features.

    A new module which outputs High/low Correlated input features with Target Variable as well as to identify High correlated input features.

    This module would help to create better Trained Data Set and that would turn to create better ML model.

    3 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  6. Resync Keys

    It is very said we need manually "Resync Keys" in ML studio. We can not even find a API to call resync key in power-shell.

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

    Hi Azure Customer,

    Thank you for your feedback here. Since Azure Machine Learning Studio will be deprecated. We will not be supporting in Studio, investigtaing how Resync Keys works with visual interface

    We will get back to you soon once we have any update.

    Thank you for your understanding.

    Regards,
    Azure CXP Community

  7. Allow Properties Shared by Multiple Items to be Edited In a Single Place

    If I select several items in an Azure ML Studio experiement that all share a common property, I should be able to set that property in one place - once - and not have to edit each item separately.

    A huge portion of what data scientist are doing in an experiment is trying out different classification algorithms, training them, scoring them, and evaluating and comparing results. This makes for a lot of repetitive, monotonous work. And it means we have to do exactly the same edits (like setting a dependent variable) across a bunch of different items.

    There's no reason…

    3 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  8. 2 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  9. Azure Machine Learning Studio should be supported for touchscreen use

    Azure Machine Learning Studio requires use of a computer with a mouse for Drag and Drop. One cannot drag using an iPad touch screen for example.
    This may require an app for IOS and a corresponding one for Android devices to enable ML Studio to be supported by devices.

    1 vote
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →

    Hello Azure Customer,

    Thank you for your feedback, your feedback is very important for us and we hear you. This feedback is currently not been prioritized for implementation. As we get more upvotes , we will again access it and may include in our future implementation plans.

    Thank you for understanding.
    Azure CXP Community

  10. 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 →
  11. 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 →
  12. 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

    1 vote
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  13. Need AML SDK for .NET

    AML SDK is only available in Python. I am developing a .Net application (in C#) and need the same features as Python SDK. Is there any plan for porting python SDK to .NET SDK?

    1 vote
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  14. ML Services: View registered datastores and datasets in the workspace GUI blade

    The ability to be able to register datasets and datastores is really powerful. Currently, if I register datasets / datastores and their metadata with the SDK, I can't find them in the workspace GUI in the portal (where I see my experiments / runs / compute / registered models etc) - I have to list them programmatically.

    It would be great if there were a tab added to the workspace portal blade so that I could see all the datasets / datastores, the metadata I have added to them, their version history etc.

    1 vote
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  15. 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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  16. 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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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  17. ML studio Experiments page to allow folders

    In ML Studio, at experiments, we need to allow a user to create folders to organize various projects. Usually one creates different experiments to tackle the problem in different ways. In the end, maybe only one or two experiments are put to use. However, the user would like to retain all prior experiments for future reference on what was tried. It also helps to allow user to add a Readme.txt to go along with each project to document. In our case, a workspace is shared, and the person who created the experiments may leave. In addition, after two years I…

    1 vote
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  18. 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.

    1 vote
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  19. 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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Machine Learning

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