diff --git a/src/routes/(content)/learn/regression-neural-network/+page.svx b/src/routes/(content)/learn/regression-neural-network/+page.svx
index 30176ce4..f6d5e465 100644
--- a/src/routes/(content)/learn/regression-neural-network/+page.svx
+++ b/src/routes/(content)/learn/regression-neural-network/+page.svx
@@ -30,17 +30,23 @@ This tutorial guides you through building a bespoke synthesis controller. It lev
 
 <Tabs>
     <TabList>
-        <Tab>SuperCollider</Tab>
         <Tab>Max</Tab>
+        <Tab>Pure Data</Tab>    
+        <Tab>SuperCollider</Tab>
     </TabList>
     <TabPanel>
         <YouTube 
-        url='mxmMBvi3Cb0'
+        url='XfNZzQPdPG0'
         />
     </TabPanel>
     <TabPanel>
         <YouTube 
-        url='XfNZzQPdPG0'
+        url='cVKexgWSU0s'
+        />
+    </TabPanel>
+    <TabPanel>
+        <YouTube 
+        url='mxmMBvi3Cb0'
         />
     </TabPanel>
 </Tabs>
diff --git a/static/examples/regressor-video-demo.pd b/static/examples/regressor-video-demo.pd
new file mode 100644
index 00000000..f8c2aa02
--- /dev/null
+++ b/static/examples/regressor-video-demo.pd
@@ -0,0 +1,339 @@
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diff --git a/static/examples/regressor-video-starter.pd b/static/examples/regressor-video-starter.pd
new file mode 100644
index 00000000..dba2ba8b
--- /dev/null
+++ b/static/examples/regressor-video-starter.pd
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