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ML Models
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.. _mlmodels:

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Saved ML Models
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New application 'Saved ML models' is available and this page shows all saved ML Models created by *MATHMODEL_SAVE worker in Workflows.

.. video:: _static/movies/savedMLmodel.mp4
   :width: 100% 

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The saved ML Models page has summary tab which will show the overview page and schema of the model.

.. video:: _static/movies/savedsummary.mp4
   :width: 100% 

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ML Info tab in the saved ML Models will  show the 'Raw vs prediction' , 'Scores' and 'Residuals' page for the Models.

.. video:: _static/movies/savedrawpred.mp4
   :width: 100% 

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Predict tab is now available in the saved ML Model where we can predict the targets using inputs and compute inputs using targets.

.. video:: _static/movies/predictmlmodel.mp4
   :width: 100% 

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Curve datasets can be used to create saved ML Models in the page. ML saved models will show curves in the overview page and in the prediction tab.

.. video:: _static/movies/curvessavedml.mp4
   :width: 100% 

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Two saved  ML Models can be compared and information is viewed using right context menu options. 

.. video:: _static/movies/mlmodelscomapre.mp4
   :width: 100% 

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3D scatter plot in saved ML models prediction tab now allows adding of Raw Data to the plot as colored bubbles.

.. video:: _static/movies/3dsactterplot.mp4
   :width: 100% 

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Add Custom charts option is now available in the residual tab when two saved ML Models are compared using context menu option.

.. video:: _static/movies/customchart.mp4
   :width: 100% 

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Filters are now supported for saved ML Models and the filters added are reflected in the ML records.

.. video:: _static/movies/mlrecordsfilters.mp4
   :width: 100% 

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In ML Saved Model Predict tab carousel UI indicators are showing the correct names of the rows and also has a label at the top which is a caption showing the current row name

.. thumbnail:: /_images/Images/mlsavedmodelscarousel.png
    :title:

    Carousel view
  
.. centered:: :sup:`Carousel view`

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In the side-by-side view if the 'Color predicted curves by difference with references' option is enabled in the settings then both curve plots on left & right in this new side-by-side view will be colored by the Euclidean distance

.. video:: _static/movies/sidebyside.mp4
   :width: 100% 

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Support for files to be opened on the ML Model page.

.. video:: _static/movies/supportmlpage.mp4
   :width: 100% 

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In ML Model the changes made in the curves in curve plot (colors for example) will be retained throughout the predict view.

.. video:: _static/movies/curvesmadechnages.mp4
   :width: 100% 

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SourceType column in Predict tab where it showed Targets -> inputs and vice versa

.. thumbnail:: /_images/Images/sourcedatatype.png
    :title:

    Targets -> inputs
  
.. centered:: :sup:`Targets -> inputs`

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ML Models | Predictions made in the Predict tab are now automatically saved to the model

.. video:: _static/movies/predictionautosave.mp4
   :width: 100% 

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ML Models | Export → ZIP will now export the model JSON and the mfile.pkl into a zip. This ZIP can be uploaded on the AI Models page to re-open the model

.. video:: _static/movies/exportzip.mp4
   :width: 100% 

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The Export option is available in the saved ML Models. The exported file can be uploaded in the AI Models page to reopen the model.

.. video:: _static/movies/exportzipmlmodels.mp4
   :width: 100% 

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The predicted Inputs and Targets are correctly labeled in saved ML Models.

.. thumbnail:: /_images/Images/inputstargetlabeled.png
    :title:

    Targets -> inputs labels
  
.. centered:: :sup:`Targets -> inputs labels`

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In ML Saved Model - Predict has a new header option called 'Interactive', along with other options to append a row and to select the source - Targets or Inputs, for choosing the slider value inputs

.. video:: _static/movies/headerinteractive.mp4
   :width: 100% 

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In ML Models, Compute Inputs is now disabled for Classifier ML as it is applicable only for regression workers.​

.. video:: _static/movies/computeinputs.mp4
   :width: 100% 

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In ML Models, the invalid rows message is now correctly displayed and UI is updated when we upload invalid dataset to ML Model.

.. video:: _static/movies/invalidinputsrow.mp4
   :width: 100% 

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