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VIZ AI MODEL
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Viz_AI_Model : Added support to display original (raw) data alongside AI predictions in charts. Raw data is shown in blue, while predictions are displayed in red. Added toggle option to include/exclude Raw data display.​

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

   Raw and Predictions
   
.. centered:: :sup:`Raw and Predictions`

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New option called 'Calculation Type' is added in AI Model visualization worker.​

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

   Calculation Type
   
.. centered:: :sup:`Calculation Type`

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Added new Viz type called 2D Scatter in VIZ_AI_MODEL worker. ​

.. thumbnail:: /_images/Images/2dscattervizaimodel.png
   :title:

   2D Scatter 
   
.. centered:: :sup:`2D Scatter`

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AI Model visualization worker supports the following options: Initial View Type and Visualization type. The Visualization inputs change based on the selected Viz Type and get carried over to the Viz in ML View.​

.. video:: _static/movies/initialviewtypeAI.mp4
   :width: 100% 
   
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AI Viz worker -> When the calculation type is Compute Inputs from Targets, the worker on execution will run either Pareto Front OR simulated annealing optimization methods and provide the Optimum dataset output.​

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

   Compute Inputs from Targets
   
.. centered:: :sup:`Compute Inputs from Targets`

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Appearance Tab
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AI Viz worker has new options in Appearance tab and all the settings found in ML Model viewer such as viz type, sliders, colorByDifference, colorBy etc. are now included within the Appearance tab.​

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

   Appearance tab
   
.. centered:: :sup:`Appearance tab`

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AI Viz ->  ‘Add Raw/Training Data’ input is available for all the visualizers (parallel, table, DOE,2d,3d,etc)​

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

   Add Raw/Training Data
   
.. centered:: :sup:`Add Raw/Training Data`

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Objectives
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AI Viz -> Option available under Objectives tab to use Sampling data when Computing inputs from Target is chosen as the calculation type. This will show the sampling parameters and create sampling data in the output.​

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

   Objectives tab
   
.. centered:: :sup:`Objectives tab`

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AI Viz -> Option called ‘Optimization Method’ is available under Objectives tab when Computing inputs from Target is chosen as the ‘Calculation Type’. ​

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

   Optimization Method
   
.. centered:: :sup:`Optimization Method`

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Two new inputs called 'Enable Domain Reduction' and 'Reduction iterations' are available in objectives tab for *VIZ_AI_MODEL worker.​

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

   Enable Domain Reduction
   
.. centered:: :sup:`Enable Domain Reduction`

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*VIZ_AI_MODEL worker supports 'Reference dataset' input in Objectives tab which will be shown in black circles in the ML viewer. ​

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

   Reference dataset
   
.. centered:: :sup:`Reference dataset`

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ML Model view -> Prediction tab now has a collapse button to collapse the sliders to the left.​

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

   collapse button
   
.. centered:: :sup:`collapse button`

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Predictions output
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*VIZ_AI_MODEL worker now has only one predictions output after execution and has a new column called source to identify  predicted and reference values.​

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

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Verifications
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The model viewer in *VIZ_AI_MODEL worker has new context menu option called 'Add to verifications' for the predictions which will then be available under verifications output in the worker.​

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

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Math Model viewer
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*MATH_MODEL_VIEWER worker has a new input option to 'Open Math Model Viewer on execution'. This will open the model viewer where values are predicted based on the input and then saved to the worker.​

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

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