diff --git a/docs/source/losses.rst b/docs/source/losses.rst
index 901bb71964..5abdaa4f14 100644
--- a/docs/source/losses.rst
+++ b/docs/source/losses.rst
@@ -39,16 +39,12 @@ DQN Loss
 .. autofunction:: pl_bolts.losses.rl.dqn_loss
     :noindex:
 
----------------
-
 Double DQN Loss
 ---------------
 
 .. autofunction:: pl_bolts.losses.rl.double_dqn_loss
     :noindex:
 
----------------
-
 Per DQN Loss
 ------------
 
diff --git a/docs/source/self_supervised_models.rst b/docs/source/self_supervised_models.rst
index bf956c73ba..924d479f8e 100644
--- a/docs/source/self_supervised_models.rst
+++ b/docs/source/self_supervised_models.rst
@@ -92,16 +92,12 @@ AMDIM
 .. autoclass:: pl_bolts.models.self_supervised.AMDIM
    :noindex:
 
----------
-
 BYOL
 ^^^^
 
 .. autoclass:: pl_bolts.models.self_supervised.BYOL
    :noindex:
 
----------
-
 CPC (V2)
 ^^^^^^^^
 
@@ -253,16 +249,12 @@ CPCV2 API
 .. autoclass:: pl_bolts.models.self_supervised.CPCV2
    :noindex:
 
----------
-
 Moco (V2)
 ^^^^^^^^^
 
 .. autoclass:: pl_bolts.models.self_supervised.MocoV2
    :noindex:
 
----------
-
 SimCLR
 ^^^^^^
 
@@ -389,8 +381,6 @@ SimCLR API
 .. autoclass:: pl_bolts.models.self_supervised.SimCLR
    :noindex:
 
----------
-
 SwAV
 ^^^^
 
diff --git a/docs/source/transforms.rst b/docs/source/transforms.rst
index 5ecfa1e15d..474a6cfd93 100644
--- a/docs/source/transforms.rst
+++ b/docs/source/transforms.rst
@@ -44,8 +44,6 @@ STL-10 Eval (c)
 .. autoclass:: pl_bolts.models.self_supervised.cpc.transforms.CPCEvalTransformsSTL10
     :noindex:
 
--------------------
-
 AMDIM transforms
 ----------------
 
@@ -82,8 +80,6 @@ STL-10 Eval (a)
 .. autoclass:: pl_bolts.models.self_supervised.amdim.transforms.AMDIMEvalTransformsSTL10
     :noindex:
 
----------------
-
 MOCO V2 transforms
 ------------------
 
@@ -120,8 +116,6 @@ STL-10 Eval (m2)
 .. autoclass:: pl_bolts.models.self_supervised.moco.transforms.Moco2EvalImagenetTransforms
     :noindex:
 
----------------
-
 SimCLR transforms
 ------------------
 Transforms used for SimCLR
diff --git a/docs/source/vision_datamodules.rst b/docs/source/vision_datamodules.rst
index 0ab93cbb7f..7cc4740244 100644
--- a/docs/source/vision_datamodules.rst
+++ b/docs/source/vision_datamodules.rst
@@ -47,8 +47,6 @@ MNIST
 .. autoclass:: pl_bolts.datamodules.mnist_datamodule.MNISTDataModule
     :noindex:
 
-------------
-
 Semi-supervised learning
 ------------------------
 The following datasets have support for unlabeled training and semi-supervised learning where only a few examples
@@ -64,4 +62,4 @@ STL-10
 ^^^^^^
 
 .. autoclass:: pl_bolts.datamodules.stl10_datamodule.STL10DataModule
-    :noindex:
\ No newline at end of file
+    :noindex: