diff --git a/index.rst b/index.rst
index 18180ea824..fecf605592 100644
--- a/index.rst
+++ b/index.rst
@@ -1002,6 +1002,7 @@ Additional Resources
    :caption: Model Optimization
 
    beginner/profiler
+   intermediate/transformer_building_blocks
    intermediate/tensorboard_profiler_tutorial
    beginner/hyperparameter_tuning_tutorial
    intermediate/parametrizations