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Bug fixes in markup.
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Eibe Frank committed Nov 26, 2020
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Expand Up @@ -10,12 +10,12 @@ A new version of WekaDeeplearning4j, version 1.7.0, is available!

.. TEASER_END
.. figure:: ../../images/GUI.jpg
Dl4jCNNExplorer and saliency map generation.
.. image:: ../../images/GUI.jpg
:alt: Dl4jCNNExplorer and saliency map generation.

*******
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Dl4j Inference Panel & Dl4jCNNExplorer
*******
**************************************

One major addition in **WekaDeeplearning4j** v1.7.0 is the new **Dl4jCNNExplorer** and the
associated GUI **Dl4j Inference Panel**. This brings real-time inference to the WEKA universe,
Expand All @@ -30,9 +30,9 @@ architectures may work best for your domain.
Check out the `usage example <https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/>`__
to see how easy it is to get started.

*******
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Saliency Map Generation with ScoreCAM
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*************************************

Another exciting new feature is the implementation of **ScoreCAM**, a saliency map generation technique.
This can be accessed through the `Dl4jCNNExplorer`, allowing you to not only perform prediction on an image,
Expand All @@ -44,20 +44,20 @@ This can be invoked from the command-line, although the best user experience is
Check out the `usage example <https://deeplearning.cms.waikato.ac.nz/examples/dl4j-inference/#example-4-saliency-map-generation>`__
to see what new insights can be brought to your workflow.

*******
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Progress Manager
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****************

.. figure:: ../../images/ProgressManager.png
Progress manager.
.. image:: ../../images/ProgressManager.png
:alt: Progress manager.

We've created a simple---but effective---progress bar and added this to the long-running tasks
(model training, feature extraction, etc.). This provides a graphical indicator of progress and remaining
ETA for the current job so will make WEKA more usable for large jobs.

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Model Summaries
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We've also added `model summaries <https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries>`__
to the documentation, which specify the different models and their layers. This can be useful for designing
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