diff --git a/labml_nn/__init__.py b/labml_nn/__init__.py
index 09da56dd..9d797d76 100644
--- a/labml_nn/__init__.py
+++ b/labml_nn/__init__.py
@@ -50,7 +50,10 @@ and
 #### ✨ [Optimizers](https://lab-ml.com/labml_nn/optimizers/)
 * [Adam](https://lab-ml.com/labml_nn/optimizers/adam.html)
 * [AMSGrad](https://lab-ml.com/labml_nn/optimizers/amsgrad.html)
+* [Adam Optimizer with warmup](https://lab-ml.com/labml_nn/optimizers/adam_warmup.html)
+* [Noam Optimizer](https://lab-ml.com/labml_nn/optimizers/noam.html)
 * [Rectified Adam Optimizer](https://lab-ml.com/labml_nn/optimizers/radam.html)
+* [AdaBelief Optimizer](https://lab-ml.com/labml_nn/optimizers/adabelief.html)
 
 ### Installation
 
diff --git a/labml_nn/optimizers/__init__.py b/labml_nn/optimizers/__init__.py
index 47be448c..8a1a77f5 100644
--- a/labml_nn/optimizers/__init__.py
+++ b/labml_nn/optimizers/__init__.py
@@ -11,7 +11,10 @@ summary: >
 ## Optimizer Implementations
 * [Adam Optimizer](adam.html)
 * [AMSGrad Optimizer](amsgrad.html)
+* [Adam Optimizer with warmup](adam_warmup.html)
+* [Noam Optimizer](noam.html)
 * [Rectified Adam Optimizer](radam.html)
+* [AdaBelief Optimizer](adabelief.html)
 
 This [MNIST example](mnist_experiment.html) uses these optimizers.
 
diff --git a/readme.md b/readme.md
index 68bb1807..b21a9da2 100644
--- a/readme.md
+++ b/readme.md
@@ -49,7 +49,10 @@ and
 #### ✨ [Optimizers](https://lab-ml.com/labml_nn/optimizers/)
 * [Adam](https://lab-ml.com/labml_nn/optimizers/adam.html)
 * [AMSGrad](https://lab-ml.com/labml_nn/optimizers/amsgrad.html)
+* [Adam Optimizer with warmup](https://lab-ml.com/labml_nn/optimizers/adam_warmup.html)
+* [Noam Optimizer](https://lab-ml.com/labml_nn/optimizers/noam.html)
 * [Rectified Adam Optimizer](https://lab-ml.com/labml_nn/optimizers/radam.html)
+* [AdaBelief Optimizer](https://lab-ml.com/labml_nn/optimizers/adabelief.html)
 
 ### Installation