diff --git a/index.html b/index.html
index 79d3ec58..9217bea5 100644
--- a/index.html
+++ b/index.html
@@ -665,9 +665,9 @@ one could be a seq-2-seq model, both (optionally) ran by the same trainer file.<
 <ol>
 <li><a href="https://williamfalcon.github.io/pytorch-lightning/LightningModule/RequiredTrainerInterface/#minimal-example">MNIST LightningModule</a> </li>
 <li><a href="https://williamfalcon.github.io/pytorch-lightning/Trainer/">Trainer</a><ul>
-<li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/pytorch_lightning/examples/new_project_templates/single_cpu_template.py">Basic CPU Trainer Template</a> </li>
-<li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/pytorch_lightning/examples/new_project_templates/single_gpu_node_template.py">Multi-GPU Trainer Template</a></li>
-<li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/pytorch_lightning/examples/new_project_templates/multi_node_cluster_template.py">GPU cluster Trainer Template</a></li>
+<li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/examples/new_project_templates/single_cpu_template.py">Basic CPU Trainer Template</a> </li>
+<li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/examples/new_project_templates/single_gpu_node_template.py">Multi-GPU Trainer Template</a></li>
+<li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/examples/new_project_templates/multi_node_cluster_template.py">GPU cluster Trainer Template</a></li>
 </ul>
 </li>
 </ol>
diff --git a/doc_requirements.txt b/requirements.txt
similarity index 63%
rename from doc_requirements.txt
rename to requirements.txt
index d52ea0ac..4b1f1d92 100644
--- a/doc_requirements.txt
+++ b/requirements.txt
@@ -1 +1,2 @@
 mkdocs-material==4.4.0
+mkdocs==1.0.4
\ No newline at end of file
diff --git a/sitemap.xml.gz b/sitemap.xml.gz
index 776e35ca..80ca8db5 100644
Binary files a/sitemap.xml.gz and b/sitemap.xml.gz differ