diff --git a/docs/api/python/gluon/nn.md b/docs/api/python/gluon/nn.md
index 4515644c6b44..91b93bdc7d2d 100644
--- a/docs/api/python/gluon/nn.md
+++ b/docs/api/python/gluon/nn.md
@@ -17,11 +17,9 @@ This document lists the neural network blocks in Gluon:
     :nosignatures:
 
     Dense
-    Activation
     Dropout
     BatchNorm
     InstanceNorm
-    LeakyReLU
     Embedding
     Flatten
 ```
@@ -66,6 +64,21 @@ This document lists the neural network blocks in Gluon:
     ReflectionPad2D
 ```
 
+## Activation Layers
+
+
+```eval_rst
+.. autosummary::
+    :nosignatures:
+
+    Activation
+    LeakyReLU
+    PReLU
+    ELU
+    SELU
+    Swish
+```
+
 
 ## API Reference