diff --git a/README.md b/README.md
index fa4c6a3..d8c4eb7 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,8 @@
 
 # Installation
 
-```pip install k3-addons
+```
+pip install k3-addons
 ```
 
 # Includes:
@@ -14,6 +15,7 @@
     - `k3_addons.layers.AdaptiveAveragePooling2D`
     - `k3_addons.layers.AdaptiveMaxPooling2D`
     - `k3_addons.layers.Maxout`
+
 - #### Normalization
     - `k3_addons.layers.InstanceNormalization`
 - #### Attention:
@@ -33,6 +35,7 @@
     - `k3_addons.layers.SimAM`
 
 ## Losses
+
     - `k3_addons.losses.ContrastiveLoss`
     - `k3_addons.losses.GIoULoss`
     - `k3_addons.losses.PinballLoss`
@@ -40,7 +43,9 @@
     - `k3_addons.losses.WeightedKappaLoss`
     - `k3_addons.losses.pairwise_distance`
     - `k3_addons.losses.pinball_loss`
+
 ## Activations
+
     -  `k3_addons.activations.hardshrink`
     - `k3_addons.activations.lisht`
     -  `k3_addons.activations.mish`