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    <title>topic Video: Deep Clustering in SAS in SAS Data Science</title>
    <link>https://communities.sas.com/t5/SAS-Data-Science/Video-Deep-Clustering-in-SAS/m-p/789799#M9028</link>
    <description>&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Hi Community,&lt;/SPAN&gt;&lt;SPAN data-ccp-props="{&amp;quot;201341983&amp;quot;:0,&amp;quot;335559739&amp;quot;:160,&amp;quot;335559740&amp;quot;:259}"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Learn about deep clustering, a deep learning model that incorporates a cluster layer, in this tutorial by &lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/37323"&gt;@RobertBlanchard&lt;/a&gt;. After explaining how deep clustering can minimize a particular error function and the K-L divergence, he shows you how to apply it in SAS.&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;div class="video-embed-center video-embed"&gt;&lt;iframe class="embedly-embed" src="https://cdn.embedly.com/widgets/media.html?src=https%3A%2F%2Fwww.youtube.com%2Fembed%2FwjEKq5qLSsA%3Flist%3DPLVV6eZFA22QwrXd6nSDU18E6XgXSMOs87&amp;amp;display_name=YouTube&amp;amp;url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DwjEKq5qLSsA&amp;amp;image=https%3A%2F%2Fi.ytimg.com%2Fvi%2FwjEKq5qLSsA%2Fhqdefault.jpg&amp;amp;type=text%2Fhtml&amp;amp;schema=youtube" width="600" height="337" scrolling="no" title="SAS Tutorial | Deep Clustering in SAS" frameborder="0" allow="autoplay; fullscreen; encrypted-media; picture-in-picture;" allowfullscreen="true"&gt;&lt;/iframe&gt;&lt;/div&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Here are some resources related to deep clustering:&lt;/SPAN&gt;&lt;SPAN data-ccp-props="{&amp;quot;201341983&amp;quot;:0,&amp;quot;335559739&amp;quot;:160,&amp;quot;335559740&amp;quot;:259}"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Video: &lt;/SPAN&gt;&lt;A href="https://www.youtube.com/watch?v=c6oleb_xoVE&amp;amp;list=PLVV6eZFA22QwrXd6nSDU18E6XgXSMOs87" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;Autotuning Deep Learning Models Using SAS&lt;/SPAN&gt;&lt;/A&gt; &lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;A href="https://www.youtube.com/playlist?list=PLVV6eZFA22Qxw8-cgia83B7Q8WZIpMxYb" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;More tutorials with Robert&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/A&gt;&lt;SPAN data-contrast="auto"&gt;Blog post: &lt;/SPAN&gt;&lt;A href="https://blogs.sas.com/content/subconsciousmusings/2020/04/06/getting-started-with-deep-learning-using-the-sas-language/" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;Getting started with deep learning using the SAS Language&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/A&gt;&lt;SPAN data-contrast="auto"&gt;Article: &lt;/SPAN&gt;&lt;A href="https://communities.sas.com/t5/SAS-Communities-Library/How-to-Develop-SAS-Code-to-Train-a-Deep-Learning-Model-for-Image/ta-p/663322" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;How to Develop SAS Code to Train a Deep Learning Model for Image Classification&lt;/SPAN&gt;&lt;/A&gt; &lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;Visit the &lt;A href="https://communities.sas.com/t5/SAS-Studio/bd-p/sas_studio" target="_blank"&gt;SAS Studio Community&lt;/A&gt;.&amp;nbsp;&lt;BR /&gt;Doc: &lt;A href="https://go.documentation.sas.com/doc/en/sasstudiocdc/5.2/pgmsascdc/casdlpg/cas-deeplearn-TblOfActions.htm" target="_blank"&gt;Deep Learning Action Set&lt;/A&gt; &amp;nbsp;&lt;BR /&gt;Doc: &lt;A href="https://go.documentation.sas.com/doc/en/sasstudiocdc/5.2/pgmsascdc/casdlpg/cas-deeplearn-addlayer.htm" target="_blank"&gt;addLayer Action, which is used to add the cluster layer&lt;/A&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;BR /&gt;And blog posts by&amp;nbsp;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/13684"&gt;@Rick_SAS&lt;/a&gt;&amp;nbsp;on the K-L divergence:&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;A href="https://blogs.sas.com/content/iml/2020/05/26/kullback-leibler-divergence-discrete.html" target="_blank"&gt;The Kullback–Leibler divergence between discrete probability distributions&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://blogs.sas.com/content/iml/2020/05/28/minimize-kullback-leibler-divergence.html" target="_blank"&gt;Minimizing the Kullback–Leibler divergence&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://blogs.sas.com/content/iml/2020/06/01/the-kullback-leibler-divergence-between-continuous-probability-distributions.html" target="_blank"&gt;The Kullback–Leibler divergence between continuous probability distributions&lt;/A&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;BR /&gt;&lt;/SPAN&gt;&lt;SPAN&gt;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;EM&gt;(Comments are closed on this message -- but visit&amp;nbsp;&lt;A href="https://www.youtube.com/watch?v=AOR7XnCB_JA&amp;amp;list=PLVV6eZFA22QwrXd6nSDU18E6XgXSMOs87" target="_blank" rel="nofollow noopener noreferrer"&gt;YouTube&lt;/A&gt;&amp;nbsp;and leave a comment&amp;nbsp;on the video.)&lt;/EM&gt;&lt;/SPAN&gt;&lt;/P&gt;</description>
    <pubDate>Wed, 12 Jan 2022 19:45:07 GMT</pubDate>
    <dc:creator>AnnaBrown</dc:creator>
    <dc:date>2022-01-12T19:45:07Z</dc:date>
    <item>
      <title>Video: Deep Clustering in SAS</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/Video-Deep-Clustering-in-SAS/m-p/789799#M9028</link>
      <description>&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Hi Community,&lt;/SPAN&gt;&lt;SPAN data-ccp-props="{&amp;quot;201341983&amp;quot;:0,&amp;quot;335559739&amp;quot;:160,&amp;quot;335559740&amp;quot;:259}"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Learn about deep clustering, a deep learning model that incorporates a cluster layer, in this tutorial by &lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/37323"&gt;@RobertBlanchard&lt;/a&gt;. After explaining how deep clustering can minimize a particular error function and the K-L divergence, he shows you how to apply it in SAS.&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;div class="video-embed-center video-embed"&gt;&lt;iframe class="embedly-embed" src="https://cdn.embedly.com/widgets/media.html?src=https%3A%2F%2Fwww.youtube.com%2Fembed%2FwjEKq5qLSsA%3Flist%3DPLVV6eZFA22QwrXd6nSDU18E6XgXSMOs87&amp;amp;display_name=YouTube&amp;amp;url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DwjEKq5qLSsA&amp;amp;image=https%3A%2F%2Fi.ytimg.com%2Fvi%2FwjEKq5qLSsA%2Fhqdefault.jpg&amp;amp;type=text%2Fhtml&amp;amp;schema=youtube" width="600" height="337" scrolling="no" title="SAS Tutorial | Deep Clustering in SAS" frameborder="0" allow="autoplay; fullscreen; encrypted-media; picture-in-picture;" allowfullscreen="true"&gt;&lt;/iframe&gt;&lt;/div&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Here are some resources related to deep clustering:&lt;/SPAN&gt;&lt;SPAN data-ccp-props="{&amp;quot;201341983&amp;quot;:0,&amp;quot;335559739&amp;quot;:160,&amp;quot;335559740&amp;quot;:259}"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN data-contrast="auto"&gt;Video: &lt;/SPAN&gt;&lt;A href="https://www.youtube.com/watch?v=c6oleb_xoVE&amp;amp;list=PLVV6eZFA22QwrXd6nSDU18E6XgXSMOs87" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;Autotuning Deep Learning Models Using SAS&lt;/SPAN&gt;&lt;/A&gt; &lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;A href="https://www.youtube.com/playlist?list=PLVV6eZFA22Qxw8-cgia83B7Q8WZIpMxYb" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;More tutorials with Robert&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/A&gt;&lt;SPAN data-contrast="auto"&gt;Blog post: &lt;/SPAN&gt;&lt;A href="https://blogs.sas.com/content/subconsciousmusings/2020/04/06/getting-started-with-deep-learning-using-the-sas-language/" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;Getting started with deep learning using the SAS Language&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/A&gt;&lt;SPAN data-contrast="auto"&gt;Article: &lt;/SPAN&gt;&lt;A href="https://communities.sas.com/t5/SAS-Communities-Library/How-to-Develop-SAS-Code-to-Train-a-Deep-Learning-Model-for-Image/ta-p/663322" target="_blank"&gt;&lt;SPAN data-contrast="none"&gt;How to Develop SAS Code to Train a Deep Learning Model for Image Classification&lt;/SPAN&gt;&lt;/A&gt; &lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;Visit the &lt;A href="https://communities.sas.com/t5/SAS-Studio/bd-p/sas_studio" target="_blank"&gt;SAS Studio Community&lt;/A&gt;.&amp;nbsp;&lt;BR /&gt;Doc: &lt;A href="https://go.documentation.sas.com/doc/en/sasstudiocdc/5.2/pgmsascdc/casdlpg/cas-deeplearn-TblOfActions.htm" target="_blank"&gt;Deep Learning Action Set&lt;/A&gt; &amp;nbsp;&lt;BR /&gt;Doc: &lt;A href="https://go.documentation.sas.com/doc/en/sasstudiocdc/5.2/pgmsascdc/casdlpg/cas-deeplearn-addlayer.htm" target="_blank"&gt;addLayer Action, which is used to add the cluster layer&lt;/A&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;BR /&gt;And blog posts by&amp;nbsp;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/13684"&gt;@Rick_SAS&lt;/a&gt;&amp;nbsp;on the K-L divergence:&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;A href="https://blogs.sas.com/content/iml/2020/05/26/kullback-leibler-divergence-discrete.html" target="_blank"&gt;The Kullback–Leibler divergence between discrete probability distributions&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://blogs.sas.com/content/iml/2020/05/28/minimize-kullback-leibler-divergence.html" target="_blank"&gt;Minimizing the Kullback–Leibler divergence&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://blogs.sas.com/content/iml/2020/06/01/the-kullback-leibler-divergence-between-continuous-probability-distributions.html" target="_blank"&gt;The Kullback–Leibler divergence between continuous probability distributions&lt;/A&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;BR /&gt;&lt;/SPAN&gt;&lt;SPAN&gt;&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&lt;EM&gt;(Comments are closed on this message -- but visit&amp;nbsp;&lt;A href="https://www.youtube.com/watch?v=AOR7XnCB_JA&amp;amp;list=PLVV6eZFA22QwrXd6nSDU18E6XgXSMOs87" target="_blank" rel="nofollow noopener noreferrer"&gt;YouTube&lt;/A&gt;&amp;nbsp;and leave a comment&amp;nbsp;on the video.)&lt;/EM&gt;&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 12 Jan 2022 19:45:07 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/Video-Deep-Clustering-in-SAS/m-p/789799#M9028</guid>
      <dc:creator>AnnaBrown</dc:creator>
      <dc:date>2022-01-12T19:45:07Z</dc:date>
    </item>
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