diff --git a/docs-src/docs/algo_pruning.md b/docs-src/docs/algo_pruning.md
index 2038a6adc96801bd851a833e8bc4ec16dbbbc62c..bd45d77d5ee20d47c5469ffa13c4b7d7e143c54f 100755
--- a/docs-src/docs/algo_pruning.md
+++ b/docs-src/docs/algo_pruning.md
@@ -93,7 +93,7 @@ abundant and gradually reduce the number of weights being pruned each time as th
 
 <center>![Gradual Pruning](imgs/gradual_pruning.png)</center>
 
-You can play with the scheduling parameters in the [agp_schedule.ipynb notebook](localhost:8888/notebooks/jupyter/agp_schedule.ipynb).
+You can play with the scheduling parameters in the [agp_schedule.ipynb notebook](https://github.com/NervanaSystems/distiller/blob/master/jupyter/agp_schedule.ipynb).
 
 The authors describe AGP:
 >
diff --git a/docs/algo_pruning/index.html b/docs/algo_pruning/index.html
index acfcc9bf74a132ff92246d34f0150c55a3021331..aad639ee3ccae99cc80b3aae6095d91aa1e1c8ce 100644
--- a/docs/algo_pruning/index.html
+++ b/docs/algo_pruning/index.html
@@ -265,7 +265,7 @@ The intuition behind this sparsity function in equation (1)  is to prune the net
 abundant and gradually reduce the number of weights being pruned each time as there are fewer and fewer weights remaining in the network.""</p>
 </blockquote>
 <p><center><img alt="Gradual Pruning" src="../imgs/gradual_pruning.png" /></center></p>
-<p>You can play with the scheduling parameters in the <a href="localhost:8888/notebooks/jupyter/agp_schedule.ipynb">agp_schedule.ipynb notebook</a>.</p>
+<p>You can play with the scheduling parameters in the <a href="https://github.com/NervanaSystems/distiller/blob/master/jupyter/agp_schedule.ipynb">agp_schedule.ipynb notebook</a>.</p>
 <p>The authors describe AGP:</p>
 <blockquote>
 <ul>
diff --git a/docs/index.html b/docs/index.html
index 51682aea0274063b195a7d2cb73ac76946444f2f..dc3ad73a991337a7b800fe35cbc5d35634b95b2b 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -250,5 +250,5 @@ And of course, if we used a sparse or compressed representation, then we are red
 
 <!--
 MkDocs version : 0.17.2
-Build Date UTC : 2018-10-03 17:13:40
+Build Date UTC : 2018-11-04 12:28:21
 -->
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index 3e57f31dbb50ef61acf0413ce765a70b40a3ef16..71406c1ebb9a885491fd33b54affc83d416dfd71 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -4,7 +4,7 @@
     
     <url>
      <loc>/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
     
@@ -12,7 +12,7 @@
     
     <url>
      <loc>/install/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
     
@@ -20,7 +20,7 @@
     
     <url>
      <loc>/usage/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
     
@@ -28,7 +28,7 @@
     
     <url>
      <loc>/schedule/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
     
@@ -37,25 +37,25 @@
         
     <url>
      <loc>/pruning/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
         
     <url>
      <loc>/regularization/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
         
     <url>
      <loc>/quantization/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
         
     <url>
      <loc>/knowledge_distillation/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
         
@@ -65,13 +65,13 @@
         
     <url>
      <loc>/algo_pruning/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
         
     <url>
      <loc>/algo_quantization/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
         
@@ -80,7 +80,7 @@
     
     <url>
      <loc>/model_zoo/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
     
@@ -88,7 +88,7 @@
     
     <url>
      <loc>/jupyter/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>
     
@@ -96,7 +96,7 @@
     
     <url>
      <loc>/design/index.html</loc>
-     <lastmod>2018-10-03</lastmod>
+     <lastmod>2018-11-04</lastmod>
      <changefreq>daily</changefreq>
     </url>