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index cd3a4560..e12037bc 100644
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+++ b/index.html
@@ -664,7 +664,7 @@
 <h6 id="new-project-quick-start">New project Quick Start</h6>
 <p>To start a new project define these two files.   </p>
 <ol>
-<li><a href="LightningModule/Examples#template-model-definition">Define a LightningModule</a>  </li>
+<li><a href="/LightningModule/RequiredTrainerInterface/#template-model-definition">Define a LightningModule</a>  </li>
 <li>Pick a trainer      <ul>
 <li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/examples/new_project_templates/trainer_cpu_template.py">Basic CPU Trainer</a> </li>
 <li><a href="https://github.com/williamFalcon/pytorch-lightning/blob/master/examples/new_project_templates/trainer_gpu_cluster_template.py">GPU cluster Trainer</a></li>
@@ -678,10 +678,10 @@
 </ul>
 <h6 id="quick-start-examples">Quick start examples</h6>
 <ul>
-<li><a href="https://williamfalcon.github.io/pytorch-lightning/Examples/#cpu-hyperparameter-search">CPU example</a>   </li>
-<li><a href="https://williamfalcon.github.io/pytorch-lightning/Examples/#hyperparameter-search-on-a-single-or-multiple-gpus">Hyperparameter search on single GPU</a>    </li>
-<li><a href="https://williamfalcon.github.io/pytorch-lightning/Examples/#hyperparameter-search-on-a-single-or-multiple-gpus">Hyperparameter search on multiple GPUs on same node</a>  </li>
-<li><a href="https://williamfalcon.github.io/pytorch-lightning/Examples/#Hyperparameter search on a SLURM HPC cluster">Hyperparameter search on a SLURM HPC cluster</a>      </li>
+<li><a href="examples/Examples/#cpu-hyperparameter-search">CPU example</a>   </li>
+<li><a href="examples/Examples/#hyperparameter-search-on-a-single-or-multiple-gpus">Hyperparameter search on single GPU</a>    </li>
+<li><a href="examples/Examples/#hyperparameter-search-on-a-single-or-multiple-gpus">Hyperparameter search on multiple GPUs on same node</a>  </li>
+<li><a href="examples/Examples/#Hyperparameter search on a SLURM HPC cluster">Hyperparameter search on a SLURM HPC cluster</a>      </li>
 </ul>
 <h6 id="checkpointing">Checkpointing</h6>
 <ul>
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