diff --git a/docs/src/scvis.md b/docs/src/scvis.md
index 5e81024..35987ac 100644
--- a/docs/src/scvis.md
+++ b/docs/src/scvis.md
@@ -11,12 +11,9 @@ The model is based on adding a t-SNE objective to the VAE loss function (i.e., t
 
 Similar to the usual t-SNE objective, a matrix transition of transition probabilities has to be calculated. For this, individual perplexities have to be calculated. 
 
-```@docs
+
 Hbeta!
-```
 
-```@docs
 perplexities
-```
 
 Based on these transition probabilities, the t-SNE loss component is calculated and integrated with the standard ELBO.