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. "compare to" in visualization

    I am inrolled in the online course "essentials of data science" and in many of the videos we can go to a model, visualize it and show scatterplots/diagrams by chosing "compare to". When I try this myself with my own models there are, in some of the cases, no "compare to". It is a really useful function when working with feature engineering, why is it only available in some cases? How can I make it available all the time?

    24 votes
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      1 comment  ·  Flag idea as inappropriate…  ·  Admin →
    • Make azure ML studio scalable

      For large datasets and complex algorithms it either takes very long to train the model or training fails because of memory lack. Please make azure ml studio scalable. Let users choose cores and memory before running an experiment

      24 votes
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        1 comment  ·  Flag idea as inappropriate…  ·  Admin →
      • Support Decimal / Money Datatypes

        When importing from Azure SQL Warehouse, support decimal and money datatypes (or autocast to float)

        23 votes
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          1 comment  ·  Flag idea as inappropriate…  ·  Admin →
        • Visualization graphs - Exportable

          I am trying to use the 'compare' feature in the visualization window, where it shows you graphs that compare two columns, but it is hard to see. The window isn't resizable and the axis-labels are too small/cut short so I can't actually see what it is I am analyzing. It would be perfect if you could export this graph -- even if to a JPEG or PDF, so you could visualize it better. Thank you!

          23 votes
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            2 comments  ·  Flag idea as inappropriate…  ·  Admin →
          • 23 votes
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              0 comments  ·  Flag idea as inappropriate…  ·  Admin →
            • Add filter capability to reader

              To avoid unnecessary resource consumption and get only those data needed from a table store please add a filter to the table store reader!

              22 votes
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                planned  ·  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
              • About character code of Machine Learning Workbench

                Currently there is no Shift-JIS in the encodable character code.
                I want Shift-JIS to be supported as well.

                <In Japanese>
                現在はエンコーディング可能な文字コードにShift-JISがありません。
                Shift-JISもサポートされるようにしてほしい。

                22 votes
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                  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                • Please fix this error package 'gridExtra' is not available (for R version 3.1.1) to let me run the course

                  Please fix this error package 'gridExtra' is not available (for R version 3.1.1) to let me run the course

                  22 votes
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                    1 comment  ·  Flag idea as inappropriate…  ·  Admin →
                  • Add email notifications when a running instance completes

                    If you've got a big dataset, often the first few steps (e.g. Reader getting several Gb of data from Azure BLOB storage, or a split/fold/partition/etc on a big dataset) can take a disproportionately long time. And that's fine, but I don't necessarily want to sit & watch.

                    If you added an "email me when step X completes" so I can go make dinner while the import runs, I would be a happy, happy boy.

                    22 votes
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                      2 comments  ·  Flag idea as inappropriate…  ·  Admin →
                    • Additional input datasets for R / Python scripts

                      In order to have an R or Python script use more than two datasets I have to create many modules and do the combinations incrementally. It would make the UI much easier to work with if I could connect an indeterminate number of datasets as inputs.

                      A potentially acceptable solution would be to include the ability to create a dataset of datasets prior to using as an input to a script module.

                      22 votes
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                        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                      • Integrate the Nupic HTM CLA

                        Integrate the Nupic HTM CLA with the Machine Learning platform. I'm not seeing an obvious way to utilise both Nupic (which I really like) and Azure ML which looks excellent.

                        21 votes
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                          2 comments  ·  Flag idea as inappropriate…  ·  Admin →

                          Nupic is a deep learning algorithm that Numenta is developing and promoting. The closest thing that is currently part of AML is building a multi-layered, neural network, but there are lots of fundamental differences between NuPIC and vanilla neural networks. It will take a substantial amount of engineering for it to be incorporated, and we will evaluate if it will fit in the backlog.

                        • Re-open feature request "Deployment of ML experiments programmatically"

                          This feature request is marked as complete https://feedback.azure.com/forums/257792-machine-learning/suggestions/7575534-deployment-of-ml-experiments-programmatically, but the library is still far from being complete.

                          In https://github.com/hning86/azuremlps#import-amlexperimentgraph, we see the following note:

                          "Please note that the exported JSON file only contains references to the exact instance and version of the assets (modules, trained models, datasets, etc.). The assets themselves are NOT serialized into the JSON file. As a consequence, when you import it back into the Workspace, unless you are importing it back into the same Workspace, or unless your graph only contains global assets such as built-in modules, you will not be able to create…

                          20 votes
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                            1 comment  ·  Flag idea as inappropriate…  ·  Admin →
                          • Add feature selection methods using classification/regression algorithms

                            Just for an example, I want to select features with classification/regression algorithms such as Multi Layer Perceptron, Linear regression, Decision tree and so on, selecting the best feature subset by performing forward/backward Best-first search.

                            This is can be done in WEKA.

                            20 votes
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                              planned  ·  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                            • Allowing sorting of values from Visualize screen

                              Values should be sortable from the Visualize screen by clicking on the column and sorting from ascending to descending or vice versa.

                              20 votes
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                                0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                              • Allow for data split into training, validation and testing using only one split

                                Allow for data split into training, validation and testing using only one split.

                                Coming from a SAS background I find the split module to be very clunky and the use two split modules in order to split the data into 3 sets (training, validation, testing) to be very counter-productive.

                                19 votes
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                                  0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                • Standardize canvas navigation

                                  Management Studio diagrams:
                                  Scroll = Scroll
                                  Ctrl + Scroll = Zoom

                                  SSIS canvas, SSAS diagrams in Visual Studio:
                                  Scroll = Scroll
                                  Ctrl + Scroll = Zoom

                                  ML Studio:
                                  Scroll = Zoom

                                  Yes, ML Studio is browser-based but navigating across the canvas could be similar to previous products.
                                  I don't have the numbers to prove the following statement - but I think that vertical scrolling is used more often than zooming.

                                  19 votes
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                                    0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                  • 18 votes
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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?)

                                      17 votes
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                                        0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                      • Multiple output nodes for the regression neural network model

                                        I like to be able to create a regression neural network model that has multiple output nodes. This helps to create an efficient neural net that model multiple related outputs which are dependent on the same group of inputs.

                                        17 votes
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                                          0 comments  ·  Flag idea as inappropriate…  ·  Admin →
                                        • Microsoft Dynamics CRM DataSet Connector

                                          Provide the ability to import data directly from Microsoft Dynamics CRM

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