Machine Learning

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Azure Machine Learning enables developers and data scientists to build advanced analytic web services in minutes and hours, eliminating the heavy lifting associated with deploying machine learning in modern data driven applications.

How can we improve Microsoft Azure Machine Learning?

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  1. show workspace storage for all objects using a lot of storage (experiments, runs, ...)

    it would be very helpful it the used workspace storage will be shown for each experiment run and for each experiment in total. And for all other objects potentialy consuming a lot of storage.

    it is very hard to control used workspace. There is the summary usage and there are sizes of dataset.
    But most storage is occupied by experiments and run histories. How I can know which experiments I have to delete or to save as new experiments, to clean used storage?

    3 votes
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      0 comments  ·  Flag idea as inappropriate…  ·  Admin →
    • clear run history

      it should be possible to clear the run history of an experiment.
      even better would be if the settings could be saved but only the data which is used in workspace storage is deleted. This way an experiment can be repeated with old settings but new data.

      the issue - run history blocks a lot of available workspace storage.

      it would be very helpful it the uses workspace storage will be shown for each run and each experiment in total.

      3 votes
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        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
      • Consider offering a full reference language guide for net#

        In order to learn net# I had to hunt around to find related information and could only find a couple of articles written by Alexy Kamenev:

        https://blogs.technet.microsoft.com/machinelearning/2015/02/16/neural-nets-in-azure-ml-introduction-to-net/

        https://docs.microsoft.com/en-gb/azure/machine-learning/studio/azure-ml-netsharp-reference-guide

        A comprehensive guide is preferable, no?

        1 vote
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          0 comments  ·  Flag idea as inappropriate…  ·  Admin →
        • Have an AI of the day

          Tableau has a greate "Viz of the Day" emailed to showcase the ability of the tool and to fire p the imagination. It would be great if Azure AI could do the same.

          3 votes
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            0 comments  ·  Flag idea as inappropriate…  ·  Admin →
          • Update dataset (not delete and upload) in AzureML R package

            Currently in AzureML R package, updating dataset is not supported. Instead, you should delete the dataset (delete.datasets) then upload the new one (upload.dataset).
            In contrary, Azure ML Python package has "Update" dataset function, which is convenient especially when you need to reference the dataset from Azure ML experiment. If you delete and upload, the old reference gets invalid, and you need to drag in the new dataset from the ML experiment every time you make changes to the dataset.

            3 votes
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              0 comments  ·  Flag idea as inappropriate…  ·  Admin →
            • convert experiment into actual programming code such as python or R

              convert experiment into actual programming code such as python or R

              1 vote
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                0 comments  ·  Flag idea as inappropriate…  ·  Admin →
              • Brain decoding competition homepage link broken

                Hello,

                Could you please restore or fix the broken link to the official Microsoft Brain Decoding Competition? It used to be:
                https://gallery.azure.ai/Competition/Decoding-Brain-Signals-2

                Thanks!

                1 vote
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                  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                • ML Services: Control over created resource group names

                  When I create Azure resources using the "az ml" command line tools, some resources I created in resource groups with an automatically generated name (for example the resources for Container Services). The name is based on a name I specified, but the name has additional limitations because of restrictions in some resources within that resource group. To make it easy to find and manage all Azure ML Service resources, it should be possible to specify the resource group name separately from the "base name used to generate storage account names, etc".

                  1 vote
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                    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                  • Pandas Dropna() axis errors

                    This code:
                    ```python
                    import pandas as pd

                    def azureml_main(dataframe1 = None, dataframe2 = None):

                    dataframe1.dropna("DepDel15", axis=0, how="any")
                    dataframe1["CRSDepHour"] = dataframe1["CRSDepTime"] / 100

                    return dataframe1,
                    ```
                    Gives this error:
                    -----
                    Error 0085: The following error occurred during script evaluation, please view the output log for more information:
                    ---------- Start of error message from Python interpreter ----------
                    Caught exception while executing function: Traceback (most recent call last):
                    File "C:\server\invokepy.py", line 199, in batch
                    odfs = mod.azureml_main(*idfs)
                    File "C:\temp\2cd22cb39d104734984cde8e3b7863cb.py", line 26, in azureml_main
                    dataframe1.dropna("DepDel15", axis=0, how="any")
                    TypeError: dropna() got multiple values for argument 'axis'
                    Process returned with non-zero exit code 1

                    ---------- End…

                    2 votes
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                      1 comment  ·  Flag idea as inappropriate…  ·  Admin →
                    • Why does not it say anywhere that the whole project including the code & the .PKL is being stored

                      C:\Users\<Username>\AppData\Local\Temp\azureml_runs\

                      A user not aware of this may run out of space unless they clean the temp directory.

                      Is this a setting? What is the way to change this setting?

                      1 vote
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                        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                      • Appearance of model name (algortihm name) on ROC curve chart and evaluation of more than two models at the same time

                        Right now when evaluating two models we see only "Scored dataset" and "Scored dataset to compare". It would be nice to see the name of the trained model also in the legend. Another useful feature would be the possibility to evaluate more than two scored datasets, as for now we're limited only to two.

                        1 vote
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                          0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                        • Possibility to set positive and negative labels for two-class models

                          I think when training a model there should be option to set which is a positive and which negative label when the target column is a category.

                          1 vote
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                            0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                          • Azure File storage support

                            I'm using Keras which has flow_from_directory to handle large sets of image files. I can upload these into azure file storage, however there is no way to "mount" that shared storage from within a python script which would be super handy. Any workarounds?

                            1 vote
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                              0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                            • Sort Data transformation

                              Provide a "Sort Data" module in Data Transformation to improve the visualization of each step. It should let me select multiple input columns, and to sort ascending or descending. Maybe even to sort as text or number. The output should be 100% compatible with the next steps that may consume the results. I tried inserting a "Apply SQL Transformation" step between Score Model and Evaluate Model, but the Evaluate Model step failed.

                              3 votes
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                                0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                              • 1 vote
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                                  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                • link to a project

                                  I have created a project and would like to create a link which when clicked would take me directly to the project.

                                  What if someone else clicks the link? I'll let you figure that out.

                                  1 vote
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                                    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                  • Azure Model Management: Bug: Cluster resource groups incorrect

                                    When I create a cluster using the following command on mac os x

                                    az ml env setup --cluster -n [your environment name] -l [Azure region e.g. eastus2] [-g [resource group]]

                                    I.e. az ml env setup --cluster -n mlcluster -l weseurope -g EXAM-PL-E-Letters

                                    I would expect a cluster named mlcluster be created in the resource group EXAM-PL-E-Letters
                                    Instead the resource group EXAM-PL-E-Letters is created without any resources and an additional resource group named EXAM-PL-E-Letters-azureml-4535e is created containing the cluster and everything related to that. (additionally: the end part of the resource group, i.e. 4535e in this case, appears to be random…

                                    3 votes
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                                      0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                    • 9 votes
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                                        1 comment  ·  Flag idea as inappropriate…  ·  Admin →
                                      • azure-cli-ml

                                        Would be great to be able to install new version of azure-cli-ml without installing ml workbench

                                        4 votes
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                                          0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                        • azure-cli-ml

                                          Would be great to be able to install new version of azure-cli-ml without installing ml workbench

                                          1 vote
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