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. import from sharepoint

    Import from a sharepoint online list would make life about 1000 times easier

    9 votes
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      0 comments  ·  Flag idea as inappropriate…  ·  Admin →
    • Re-publishing the scoring experiment not updating the existing Non Default Endpoint

      I have Training and Scoring Experiments ,both published as web service and scheduled via ADF.

      The scoring experiment recently got changed and I republished again.

      But the Non default scoring end point is not taking the changes done to the scoring experiment even after re-publish. Do I need to create a new non default end point every time if any changes done the experiment ?

      Ideally re-publishing should update all existing endpoints.

      1 vote
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        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
      • Get serious with Datasets! Beat Kaggle

        If you are serious about ML Studio, you'd rather include hundreds and hundreds sample datasets. We should see 2-3 samples for each algorithm. Two sets for each dataset needed: 1. real, dirty data 2. the same but clean data. So user could concentrate on cleaning or on the algorithm side of the problem. Datasets should be in categories and with tags... you have fantazy, right?
        Samples for different user categories: students, scientists, developers, kids.
        Samples for different tasks: study, competitions, science (Yes! Please, include datasets for *real* problems in science)
        We should beat Kaggle in this aspect (why not ImageNet?)

        4 votes
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          0 comments  ·  Flag idea as inappropriate…  ·  Admin →
        • Enable ScaleR API within Azure ML R notebooks.

          Without access to ScaleR API the functionalities to scale machine learning on large volumes of data within Azure R Notebooks is limiting. Please enable the ScaleR API's ASAP.

          3 votes
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            0 comments  ·  Flag idea as inappropriate…  ·  Admin →
          • Use On-premises Gateway instead of Data Management gateway for on-prem Data Sources

            On-premises Gateway is used by various Azure Services as well as Power BI for on-premises Data Source connections. Using the On-premises Gateway instead of the Data Management gateway would simplify installation and management (one gateway for ALL Azure Services) and would allow to use other on-prem data sources other than SQL Server (Oracle, Teradata, Files, ...)

            3 votes
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              0 comments  ·  Flag idea as inappropriate…  ·  Admin →
            • That the ML web service could be documented with swagger.

              The would be great if you could create swagger documentation for the web service that you create.

              3 votes
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                0 comments  ·  Flag idea as inappropriate…  ·  Admin →
              • Add the ability to publish the ML web service to Azure API Management.

                It would be great to have the possibility to publish the web service to Azure API Management for easy configuration of authorization and great log information about usage and so on.

                1 vote
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                  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                • Import/Export experiments and all related assets in a file

                  I would like to be able to have a functionality within the Studio for importing exporting the experiments in a file (possibly JSON format but even a proprietary binary would be fine as well).

                  The file should contain all the assets (not only their references like it happens now) so that I can seamlessly move experiments from different environments (QUAL-PROD etc.) and different subscriptions.

                  Moreover this would allow to better share the experiments within the community storing the file for e.g. in github.

                  3 votes
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                    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                  • Add RMeCab package

                    I want to use RMecab package in Azure ML, which is a popular tool for text segmentation in Japanese. We cannot use RMecab only by the 'install.packages' command because RMeCab needs Mecab installed in a server (http://taku910.github.io/mecab/#download )

                    3 votes
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                      0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                    • Add anytime package to AML Studio R installed packages

                      Could you add anytime R package to AML Studio as intalled R package so we do not have to import it as script bundle from a zip file each time we would like to use it?

                      12 votes
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                        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                      • team

                        Real time experiment update for teams and competition

                        1 vote
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                          0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                        • I cannot use python xgboost package in the azure web service. Is there a way to install this package in azure web service

                          I cannot use python xgboost package in the azure web service. Is there a way to install this package in azure web service

                          1 vote
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                            0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                          • jupyter notebook rendering differences

                            Jupyter notebooks (running R code) seem to be rendering standard visualization packages differently when run via Azure ML (compared to local running), even when in the same browser. Specifically, parameters designed to tune the visualization appear to be ignored or rendered differently (ie: text size, spacing, margins).

                            2 votes
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                              0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                            • Please allow us to tune assessment metrics for classification models

                              Although we can see the confusion matrix, the assessment metrics do not allow us to adjust or tune parameters. As best I can tell, currently the scores for classification assume an equal division between Type 1 and Type 2 errors- this parameter should be user-specified!

                              2 votes
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                                0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                              • Please provide mathematical documentation for statistical and ML models

                                There are a few places in AML where the AML tool produces different results than the equivalent function in a standard R package; without documentation to understand specific parameter defaults and mathematical/theoretical approach differences, it's impossible to determine if the differences are a bug in the AML tool or a valid difference.

                                1 vote
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                                  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                • bioconductor

                                  Hello,

                                  AML is a great service. I have one blocker to make it work for me

                                  bioconductor: http://www.bioconductor.org/ is one of the main libraries for bioinformaticians. well maintained and extended all the time (open source) by leading researchers around the world.

                                  Amazon has create support for the package.

                                  The installation command is the following: https://www.bioconductor.org/install/ biocLite is the install command for many packages that are available online (impossible to zip -as I would do for few packages)

                                  ## try http:// if https:// URLs are not supported
                                  source("https://bioconductor.org/biocLite.R")
                                  biocLite()

                                  This code does not work with execute R module. Could…

                                  1 vote
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                                    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                  • Power BI live connector

                                    Parametrizing azure machine learning models via PowerBI visualizations or filters..

                                    3 votes
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                                      0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                    • Score Model for Multiclass should include the actual Scored Probability of the Scored Label

                                      In the screenshot attached you can see the Scored Model visualization gives me the Scored Probability for each of the 18 possible classes, and the Scored Label column shows which column has been selected (because it has the highest probability).
                                      I would like to see an EXTRA COLUMN showing the Scored Probability of the selected Scored Label.
                                      For example, looking at the first row, the Scored Label is 14. So I have to read the 'Scored Probabilities for Class "14"' column to get the probability for my Scored Label.
                                      Right now have to write a Python program to extract the…

                                      3 votes
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                                        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                      • notebooks.azure.com could be the ideal interface for: AzureML, HDInsight Spark + Jupyter & Batch

                                        It would be great to have one notebook interface that could connect to all the relevant services.

                                        This would also allow us to access notebooks, while a HDInsight cluster is stopped.

                                        12 votes
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                                          1 comment  ·  Flag idea as inappropriate…  ·  Admin →
                                        • Training with very large dataset in not works

                                          I was trying to create an experiment with the Netflix Prize dataset that contains about 100 Milions of records, and after uploadin the 2.6GB csv file and run the training on that, it fails due to out of memory exceeded exception

                                          27 votes
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