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diff --git a/authors/rhys-compton.xml b/authors/rhys-compton.xml
@@ -1,3 +1,3 @@
 <?xml version="1.0" encoding="utf-8"?>
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+<?xml-stylesheet type="text/xsl" href="../assets/xml/rss.xsl" media="all"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>WEKA Blog (Posts by Rhys Compton)</title><link>https://waikato.github.io/weka-blog/</link><description></description><atom:link href="https://waikato.github.io/weka-blog/authors/rhys-compton.xml" type="application/rss+xml" rel="self"></atom:link><language>en</language><lastBuildDate>Thu, 26 Nov 2020 07:04:24 GMT</lastBuildDate><generator>Nikola (getnikola.com)</generator><docs>http://blogs.law.harvard.edu/tech/rss</docs><item><title>New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries</title><link>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</link><dc:creator>Rhys Compton</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.7.0, is available!&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/"&gt;Read more…&lt;/a&gt; (2 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</guid><pubDate>Thu, 26 Nov 2020 06:06:00 GMT</pubDate></item></channel></rss>
diff --git a/categories/cat_packages.xml b/categories/cat_packages.xml
@@ -1,4 +1,4 @@
 <?xml version="1.0" encoding="utf-8"?>
-<?xml-stylesheet type="text/xsl" href="../assets/xml/rss.xsl" media="all"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>WEKA Blog (Posts about packages)</title><link>https://waikato.github.io/weka-blog/</link><description></description><atom:link rel="self" href="https://waikato.github.io/weka-blog/categories/cat_packages.xml" type="application/rss+xml"></atom:link><language>en</language><lastBuildDate>Thu, 26 Nov 2020 06:50:01 GMT</lastBuildDate><generator>Nikola (getnikola.com)</generator><docs>http://blogs.law.harvard.edu/tech/rss</docs><item><title>New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries</title><link>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</link><dc:creator>Rhys Compton</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.7.0, is available!&lt;/p&gt;
+<?xml-stylesheet type="text/xsl" href="../assets/xml/rss.xsl" media="all"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>WEKA Blog (Posts about packages)</title><link>https://waikato.github.io/weka-blog/</link><description></description><atom:link href="https://waikato.github.io/weka-blog/categories/cat_packages.xml" type="application/rss+xml" rel="self"></atom:link><language>en</language><lastBuildDate>Thu, 26 Nov 2020 07:04:24 GMT</lastBuildDate><generator>Nikola (getnikola.com)</generator><docs>http://blogs.law.harvard.edu/tech/rss</docs><item><title>New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries</title><link>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</link><dc:creator>Rhys Compton</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.7.0, is available!&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/"&gt;Read more…&lt;/a&gt; (2 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</guid><pubDate>Thu, 26 Nov 2020 06:06:00 GMT</pubDate></item><item><title>New WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and more</title><link>https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/</link><dc:creator>Eibe Frank</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/"&gt;Read more…&lt;/a&gt; (1 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/</guid><pubDate>Sat, 04 Jul 2020 06:06:00 GMT</pubDate></item></channel></rss>
diff --git a/categories/github.xml b/categories/github.xml
@@ -1,5 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<?xml-stylesheet type="text/xsl" href="../assets/xml/rss.xsl" media="all"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>WEKA Blog (Posts about github)</title><link>https://waikato.github.io/weka-blog/</link><description></description><atom:link rel="self" href="https://waikato.github.io/weka-blog/categories/github.xml" type="application/rss+xml"></atom:link><language>en</language><lastBuildDate>Thu, 26 Nov 2020 06:50:01 GMT</lastBuildDate><generator>Nikola (getnikola.com)</generator><docs>http://blogs.law.harvard.edu/tech/rss</docs><item><title>New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries</title><link>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</link><dc:creator>Rhys Compton</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.7.0, is available!&lt;/p&gt;
+<?xml-stylesheet type="text/xsl" href="../assets/xml/rss.xsl" media="all"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>WEKA Blog (Posts about github)</title><link>https://waikato.github.io/weka-blog/</link><description></description><atom:link href="https://waikato.github.io/weka-blog/categories/github.xml" type="application/rss+xml" rel="self"></atom:link><language>en</language><lastBuildDate>Thu, 26 Nov 2020 07:04:24 GMT</lastBuildDate><generator>Nikola (getnikola.com)</generator><docs>http://blogs.law.harvard.edu/tech/rss</docs><item><title>New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries</title><link>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</link><dc:creator>Rhys Compton</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.7.0, is available!&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/"&gt;Read more…&lt;/a&gt; (2 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</guid><pubDate>Thu, 26 Nov 2020 06:06:00 GMT</pubDate></item><item><title>New WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and more</title><link>https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/</link><dc:creator>Eibe Frank</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/"&gt;Read more…&lt;/a&gt; (1 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/</guid><pubDate>Sat, 04 Jul 2020 06:06:00 GMT</pubDate></item><item><title>Weka Debian packages</title><link>https://waikato.github.io/weka-blog/posts/2019-09-23-weka-debian-packages/</link><dc:creator>FracPete</dc:creator><description>&lt;div&gt;&lt;p&gt;Users installing Weka on Linux must have always felt left out
 a bit, with no installer available, instead having to deal with

diff --git a/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.html b/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.html
@@ -18,15 +18,9 @@
 
 
 
-
-
 Dl4j Inference Panel &amp; Dl4jCNNExplorer
-
-System Message: WARNING/2 (&lt;string&gt;, line 8)
-Title overline too short.
-
-*******
-Dl4j Infe">
+One major addition in WekaDeeplearning4j v1.7.0 is the new Dl4jCNNExplorer and the
+associate">
 <meta property="og:type" content="article">
 <meta property="article:published_time" content="2020-11-26T18:06:00+12:00">
 <meta property="article:tag" content="github">
@@ -99,20 +93,8 @@
     <div>
 <p>A new version of WekaDeeplearning4j, version 1.7.0, is available!</p>
 <!-- TEASER_END -->
-<div class="figure">
-<img alt="../../images/GUI.jpgDl4jCNNExplorerandsaliencymapgeneration." src="../../images/GUI.jpgDl4jCNNExplorerandsaliencymapgeneration.">
-</div>
-<div class="section" id="dl4j-inference-panel-dl4jcnnexplorer">
+<img alt="Dl4jCNNExplorer and saliency map generation." src="../../images/GUI.jpg"><div class="section" id="dl4j-inference-panel-dl4jcnnexplorer">
 <h2>Dl4j Inference Panel &amp; Dl4jCNNExplorer</h2>
-<div class="system-message">
-<p class="system-message-title">System Message: WARNING/2 (<tt class="docutils">&lt;string&gt;</tt>, line 8)</p>
-<p>Title overline too short.</p>
-<pre class="literal-block">
-*******
-Dl4j Inference Panel &amp; Dl4jCNNExplorer
-*******
-</pre>
-</div>
 <p>One major addition in <strong>WekaDeeplearning4j</strong> v1.7.0 is the new <strong>Dl4jCNNExplorer</strong> and the
 associated GUI <strong>Dl4j Inference Panel</strong>. This brings real-time inference to the WEKA universe,
 allowing you to quickly run an image classification CNN model on an image without having to
@@ -126,15 +108,6 @@ <h2>Dl4j Inference Panel &amp; Dl4jCNNExplorer</h2>
 </div>
 <div class="section" id="saliency-map-generation-with-scorecam">
 <h2>Saliency Map Generation with ScoreCAM</h2>
-<div class="system-message">
-<p class="system-message-title">System Message: WARNING/2 (<tt class="docutils">&lt;string&gt;</tt>, line 25)</p>
-<p>Title overline too short.</p>
-<pre class="literal-block">
-*******
-Saliency Map Generation with ScoreCAM
-*******
-</pre>
-</div>
 <p>Another exciting new feature is the implementation of <strong>ScoreCAM</strong>, a saliency map generation technique.
 This can be accessed through the <cite>Dl4jCNNExplorer</cite>, allowing you to not only perform prediction on an image,
 but look at <em>what</em> in the image your model was using for prediction.</p>
@@ -145,33 +118,12 @@ <h2>Saliency Map Generation with ScoreCAM</h2>
 </div>
 <div class="section" id="progress-manager">
 <h2>Progress Manager</h2>
-<div class="system-message">
-<p class="system-message-title">System Message: WARNING/2 (<tt class="docutils">&lt;string&gt;</tt>, line 39)</p>
-<p>Title overline too short.</p>
-<pre class="literal-block">
-*******
-Progress Manager
-*******
-</pre>
-</div>
-<div class="figure">
-<img alt="../../images/ProgressManager.pngProgressmanager." src="../../images/ProgressManager.pngProgressmanager.">
-</div>
-<p>We've created a simple---but effective---progress bar and added this to the long-running tasks
+<img alt="Progress manager." src="../../images/ProgressManager.png"><p>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.</p>
 </div>
 <div class="section" id="model-summaries">
 <h2>Model Summaries</h2>
-<div class="system-message">
-<p class="system-message-title">System Message: WARNING/2 (<tt class="docutils">&lt;string&gt;</tt>, line 50)</p>
-<p>Title overline too short.</p>
-<pre class="literal-block">
-*******
-Model Summaries
-*******
-</pre>
-</div>
 <p>We've also added <a class="reference external" href="https://deeplearning.cms.waikato.ac.nz/user-guide/model-zoo/#model-summaries">model summaries</a>
 to the documentation, which specify the different models and their layers. This can be useful for designing
 your own architectures or with the <cite>Dl4jMlpFilter</cite>, when using intermediary layers for feature extraction.</p>

diff --git a/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.rst b/posts/2020-11-26-wekaDeeplearning4j-1.7.0/index.rst
@@ -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.
 
-*******
+**************************************
 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,
@@ -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.
 
-*******
+*************************************
 Saliency Map Generation with ScoreCAM
-*******
+*************************************
 
 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,
@@ -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.
 
-*******
+****************
 Progress Manager
-*******
+****************
 
-.. 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.
 
-*******
+***************
 Model Summaries
-*******
+***************
 
 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

diff --git a/rss.xml b/rss.xml
@@ -1,5 +1,5 @@
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+<?xml-stylesheet type="text/xsl" href="assets/xml/rss.xsl" media="all"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>WEKA Blog</title><link>https://waikato.github.io/weka-blog/</link><description>Stuff around and about WEKA</description><atom:link href="https://waikato.github.io/weka-blog/rss.xml" type="application/rss+xml" rel="self"></atom:link><language>en</language><lastBuildDate>Thu, 26 Nov 2020 07:04:24 GMT</lastBuildDate><generator>Nikola (getnikola.com)</generator><docs>http://blogs.law.harvard.edu/tech/rss</docs><item><title>New WekaDeeplearning4j Release - CNN explorer, saliency maps, progress manager, and model summaries</title><link>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</link><dc:creator>Rhys Compton</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.7.0, is available!&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/"&gt;Read more…&lt;/a&gt; (2 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-11-26-wekaDeeplearning4j-1.7.0/</guid><pubDate>Thu, 26 Nov 2020 06:06:00 GMT</pubDate></item><item><title>New WekaDeeplearning4j Release - Pretrained Models, Feature Extraction Update, and more</title><link>https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/</link><dc:creator>Eibe Frank</dc:creator><description>&lt;div&gt;&lt;p&gt;A new version of WekaDeeplearning4j, version 1.6.0, has just been released and brings with it a bunch of exciting new features.&lt;/p&gt;
 &lt;p&gt;&lt;a href="https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/"&gt;Read more…&lt;/a&gt; (1 min remaining to read)&lt;/p&gt;&lt;/div&gt;</description><category>github</category><guid>https://waikato.github.io/weka-blog/posts/2020-07-04-wekaDeeplearning4j-1.6.0/</guid><pubDate>Sat, 04 Jul 2020 06:06:00 GMT</pubDate></item><item><title>Weka Debian packages</title><link>https://waikato.github.io/weka-blog/posts/2019-09-23-weka-debian-packages/</link><dc:creator>FracPete</dc:creator><description>&lt;div&gt;&lt;p&gt;Users installing Weka on Linux must have always felt left out
 a bit, with no installer available, instead having to deal with