diff --git a/README.md b/README.md
index 91e9b6e73a..6b730a9a9e 100644
--- a/README.md
+++ b/README.md
@@ -271,7 +271,7 @@ class LitAutoEncoder(pl.LightningModule):
 
 
 ###### Reinforcement Learning
-[DQN](https://colab.research.google.com/drive/1F_RNcHzTfFuQf-LeKvSlud6x7jXYkG31#scrollTo=NWvMLBDySQI5)   
+[DQN](https://pytorch-lightning-bolts.readthedocs.io/en/latest/reinforce_learn.html?highlight=dqn#dqn-models)   
 [Dueling-DQN](https://pytorch-lightning-bolts.readthedocs.io/en/latest/reinforce_learn.html#dueling-dqn)   
 [Reinforce](https://pytorch-lightning-bolts.readthedocs.io/en/latest/reinforce_learn.html#reinforce)