diff --git a/README.md b/README.md
index e3c3a8d..fa4c6a3 100644
--- a/README.md
+++ b/README.md
@@ -3,19 +3,20 @@
 
 # Installation
 
-```pip install k3-addons```
+```pip install k3-addons
+```
 
 # Includes:
 ## Layers
-- Pooling:
+- ### Pooling:
     - `k3_addons.layers.AdaptiveAveragePooling1D`
     - `k3_addons.layers.AdaptiveMaxPooling1D`
     - `k3_addons.layers.AdaptiveAveragePooling2D`
     - `k3_addons.layers.AdaptiveMaxPooling2D`
     - `k3_addons.layers.Maxout`
-- Normalization
+- #### Normalization
     - `k3_addons.layers.InstanceNormalization`
-- Attention:
+- #### Attention:
     - `k3_addons.layers.DoubleAttention`
     - `k3_addons.layers.AFTFull`
     - `k3_addons.layers.ChannelAttention2D`
@@ -30,3 +31,18 @@
     - `k3_addons.layers.MobileViTv2Attention`
     - `k3_addons.layers.ParNetAttention`
     - `k3_addons.layers.SimAM`
+
+## Losses
+    - `k3_addons.losses.ContrastiveLoss`
+    - `k3_addons.losses.GIoULoss`
+    - `k3_addons.losses.PinballLoss`
+    - `k3_addons.losses.SigmoidFocalCrossEntropy`
+    - `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`
+    - `k3_addons.activations.snake`
+    - `k3_addons.activations.tanhshrink`