Machine Learning

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How can we improve Microsoft Azure Machine Learning?

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  1. Bring back CLI image commands ("az ml image create" etc)

    The earlier preview versions of the CLI extension (e.g. 1.0.10) contained commands for manipulating the Docker images (e.g. "az ml image create container"). This was very useful, because it made it possible to decouple the time consuming task of building the image from the actual deployment to a compute target and allowed verification of the image prior to deploying to production. (In a CI/CD process, image building was part of the "Build" pipeline while webservice deployment was performed in the "Release" pipeline.)

    In the latest CLI extension version (1.0.33.7), the image commands are not present in the CLI, even though…

    22 votes
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    1 comment  ·  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

  2. Need Advanced Time Series Models in AZURE ML like ARIMA, ARIMAZ, SARIMAX etc. for various industrial applications

    Time series models have numerous industrial applications and most widely used models in R & Python are ARIMA, ARIMAX, SARIMAX etc.
    Request to add all advanced time series models in Azure ML.

    16 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  3. Add Machine Learning services to use Azure AD Token

    When using Machine Learning's API, add a function that can authenticate with Azure AD Token

    15 votes
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  4. Computer Vision OCR support for vertical words

    Computer Vision OCR should also recognize vertical words like:
    T
    E
    S
    T

    15 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  5. Open source the Azure ML SDK and CLI extension

    It would be great if the Azure ML SDK and CLI extension were open-sourced and put on GitHub (like several other Azure tools). The user community could help by fixing minor issues and adding improvements and the increased code transparency would help the users learn to use the tools correctly and understand their behavior.

    The Azure ML SDK and CLI extension are implemented in Python, so everyone has access to the source code anyway, but there is no way currently to contribute fixes to the original projects and determining the changes between versions is cumbersome.

    12 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  6. Workspace ARM resource should repair missing permissions on other Azure objects (e.g. Key Vault)

    The Microsoft.MachineLearningServices/workspaces ARM resource should be able to fix missing permissions on Azure resources it depends on (such as Key Vault access policy) when it is redeployed.

    Currently, the ML Workspace creates a AAD Service Principal for itself and assigns it at least these permissions (and perhaps more) during provisioning:
    - Contributor access to the Resource Group
    - Contributor access to the Container Registry
    - an access policy in the Key Vault allowing all operations except Purge
    - Storage Blob Data Contributor access to the Storage Account

    However, if anything happens to these permissions (for example, the Key Vault access…

    11 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  7. 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.

    10 votes
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  8. improve new visual interface run execution performance (it's that bad...)

    ml studio was already slow, for the new visual is several times worst, even after creating the default 2 node cluster, things that took one minute on ml studio now go up to 8-10 mins on visual preview?understand the tracking happening below, cluster overhead and all that, but the point is, as it is, it's unusable, some screenshots ...
    https://twitter.com/rquintino/status/1126263499821387776

    8 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

  9. Support Python 2.x

    Please support Python 2.x as many frameworks still use it.

    7 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  10. Ability to run experiments without using SSH port

    A lot of enterprise customers have concerns opening SSH port even with VNet enabled and using Azure ML service tag.

    We should find a way to run experiments on computes like DSVM without opening up access to SSH port.

    7 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  11. 6 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

  12. Support custom R modules in the Visual Interface

    We have a client with a large codebase in R that we want to migrate from SPSS to Azure Machine Learning. Right now we're stuck with AML Studio which doesn't give us the performance that we need for running experiments.

    6 votes
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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  13. 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.

    6 votes
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    triaged  ·  1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  14. Role based access needed for Azure ML Service

    We have multiple customers asking for the following role based scenarios,

    - Experimentation: Define roles for users who can only submit the jobs, who can only manage computes etc.
    - Inferencing: Define roles as explained below,

    I’m trying to run a standard 3 env (build/test/live) set up with a single common AML Workspace (so that the immutable images tested are promoted, not re-created in a different Workspace instance).

    I’d need to be able to achieve the below:
    • Data Scientists can register models & create images within the AML Workspace
    • Data Scientists can deploy images to ACI or Build…

    5 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  15. Please upgrade the version of R to R 3.5.2 used in azure

    I run R codes in azure and according to my understanding it does not support the functions used in R 3.5.2 since azure uses an older version of R. Would be greatly helpful if you can upgrade the version to R 3.5.2

    5 votes
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    triaged  ·  3 comments  ·  Flag idea as inappropriate…  ·  Admin →
  16. Please add function that notify some email when Experiment's Runs is failed

    I hope a function that notify some email when Experiment's Runs is failed.
    I can know whether there is error or not if I open their Experiment manually now.
    But when I run experiment automatically, I want to notify to some email if experiment's Run is failed.

    4 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 add function that can install "CLI extension for Azure Machine Learning service" at Docker Azure CLI

    Please add function that can install "CLI extension for Azure Machine Learning service" at Docker Azure CLI

    4 votes
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    2 comments  ·  Flag idea as inappropriate…  ·  Admin →
  18. Export trained MAMLS models to standalone Runtime environment

    Need a way to run trained MAMLS models outside of MAMLS. Need a way to export MAMLS trained models to an external runtime environment.

    3 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
  19. Add the AzureSMR R package with support to HTTPS

    Could be very useful interact directly into a R Script with azure resources (example: storage account, blob, ecc...)

    3 votes
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    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
  20. 3 votes
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    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
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