diff --git a/docs/api/models.rst b/docs/api/models.rst
index ed1b40a37..a925c17e8 100644
--- a/docs/api/models.rst
+++ b/docs/api/models.rst
@@ -31,3 +31,8 @@ Random-convolutional feature (RCF) extractor
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 .. autoclass:: RCF
+
+Residual Network (ResNet)
+^^^^^^^^^^^^^^^^^^^^^^^^^
+
+.. autofunction:: resnet50
diff --git a/docs/conf.py b/docs/conf.py
index 4f0d7706c..41a0e00f1 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -59,6 +59,8 @@ nitpick_ignore = [
     ("py:class", ".."),
     # TODO: can't figure out why this isn't found
     ("py:class", "LightningDataModule"),
+    # Undocumented class
+    ("py:class", "torchvision.models.resnet.ResNet"),
 ]