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.

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  1. Need samples using AzureMLDataset in the designer

    It is very useful to have samples for Designer that uses AzureMLDataset (exported dataset of labeled data). There is much demand, so please consider it.

    42 votes
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  2. Ask for more unsupervised Models as Train Anomaly Detection Model in the Designer

    AML Studio (classic) supports One-Class SVM, but Designer does not. I would like Designer to support more unsupervised Models, such as One-Class SVM and Local Outlier Factor.

    36 votes
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  3. allow specifying the resource group of a virtual network when creating an container instance (endpoint) using the sdk (and portal).

    when running through the mnist tutorial with our setup i run into the following problem.

    aciconfig = AciWebservice.deployconfiguration(cpucores=1,

                                               memory_gb=1, 
    
    vnet_name="vnetname",
    subnet_name="subnetwithdelegation",
    tags={"data": "MNIST", "method" : "sklearn"},
    description='Predict MNIST with sklearn')

    there is no way to define the resource group of the virtual network in the deploy_configuration method and it defaults to the resource group of the machine learning services workspace. it would be nice to define the resource group name here so i can connect to a different vnet

    32 votes
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  4. Avoiding LGPL license restriction in azureml-core phyton library

    Hello all,

    We are using azureml-core phyton library to interact with Azure Machine Learning Workspace. The library is hosted on https://pypi.org/project/azureml-core It is authored by Microsoft and maintained by pypi community. One of its dependencies of azureml-core is "chardet" phyton library and it has LGPL license restriction. https://pypi.org/project/chardet/

    Our compliance team would like us to avoid the use of LGPL licensed open source libraries to avoid future license implications. I couldn't find an alternative to azureml-core phyton library.

    I noticed that there are two GitHub initiatives to replace chardet . Please refer to below links:

    https://github.com/psf/requests/issues/4848

    https://github.com/encode/httpx/issues/1018

    I would like…

    12 votes
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  5. Don't have invisible meta data from scoring, that cannot be replaced

    It turns out that the Score activity in the Designer, adds some invisible meta data, called Score, that if you do any Arithmetic work on, will remove that metadata on the column, and make the Evaluator stop working. Just spent about 14 tech support calls tracking this down.

    Here is what he said:
    This is because the Evaluate Model module is expecting a ‘Scored Dataset’, which means the Score columns (predicted column, Scored Labels, Scored Probabilities) all have metadata assigned to them so that their ‘Feature type’ is Numeric/String Score instead of Numeric/String Feature. Passing the scored dataset into ‘Apply…

    8 votes
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  6. Automatic Shutdown for Compute VMs

    It would be great if we could have the ability to automatically shut down Compute VM's at a specified time - similar to what you can do with VM's provisioned outside of the AML Portal.

    17 votes
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  7. Allow to modify the bounding boxes during the review of labeled data

    We are currently working on an object identification project. We need to label a several number of different objects on one single image.
    Currently, we can only choose to accept/reject the entire image when reviewing the labeled data even there is sometimes only one mis-labeled object.
    We'd like to be able to adjust the bounding box when it is mis-labeled instead of rejecting everything else.

    12 votes
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  8. Add options to setup Pod's memory and CPU on model deployment through Designer

    After submitting a real-time inference pipeline, when I click on deploy I have not any option to choose memory and CPU. This cause problems on heavy models, leading to an endpoint with a no ending transitioning state. This issue can be outlined only through a manual increasing of the pods memory.

    1 vote
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  9. 1 vote
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    1 vote
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    1 vote
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    1 vote
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  13. Recovery of Azure ML Workspace

    Hi Team,

    Can you implement in Azure to recover Machine Learning Workspaces which gets deleted accidently by developers?

    Since once they delete Workspaces, Storage account associated to those workspaces also gets deleted and they lose their data.

    Thanks,
    Bhagat

    1 vote
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  14. Increase arbitrarily small metrics document limit (3000b)

    Remove the 3000b limit for metrics:

    azureml._restclient.exceptions.ServiceException: ServiceException:

    Code: 400
    
    Message: (ValidationError) Metric Document is too large, 3195b is larger than the max metric size 3000b.
    Details:
    Metric Document is too large, 3195b is larger than the max metric size 3000b.

    This is from running .log_table with only 5 integers (and associated short strings)

    9 votes
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  15. Support python 3.7

    Support running Python 3.7 scripts

    5 votes
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  16. Document azure devops machine learning tasks

    To create azure devops pipelines implementing MLOps(e.g. [1], you have created pipeline tasks which can be executed in the devops pipeline, e.g ms-air-aiagility.vss-services-azureml.azureml-restApi-task.MLPublishedPipelineRestAPITask@0 and others. There clearly mirror the CLI and API, but they provide no documentation. They should.

    1: https://github.com/microsoft/MLOpsPython/blob/master/.pipelines/diabetes_regression-ci.yml

    5 votes
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  17. Make it like Orange

    Can you actively analyze data in a new way and have the models update and the visualizations update instantly to determine if the new analysis is a good idea?
    Best feature of Orange is instant feedback on your progress, will you have it?

    3 votes
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  18. ERR_CERT_AUTHORITY_INVALID

    Notebook cannot be loaded (showing "loading" forever) in several environments. When I see the trace with F12 dev tool on loading Notebook in Azure Machine Learning, the error "net::ERRCERTAUTHORITY_INVALID" happens in aznb-bundle.css and aznb-bundle.js, and these files are not loaded.

    2 votes
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  19. AML Curated Environments

    1) How can I access these for testing?

    2) Is it possible for me to add packages like GDAL or NLTK to a curated environment?

    1 vote
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  20. By ending it.

    This is an avenue to enforce the illegal critical race theory.
    End it!

    1 vote
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