diff --git a/docs/Examples/HED.rst b/docs/Examples/HED.rst
index a0a907e..308faa0 100644
--- a/docs/Examples/HED.rst
+++ b/docs/Examples/HED.rst
@@ -282,8 +282,6 @@ derived from ``SimpleBridge`` and tailored specific for this task.
 
 Perform training and testing.
 
-**[TODO]** give a detailed introduction about training in HedBridge.
-
 .. code:: ipython3
 
     # Build logger
diff --git a/docs/img/ABL.png b/docs/img/ABL.png
index 31ab715..d8dc12d 100644
Binary files a/docs/img/ABL.png and b/docs/img/ABL.png differ