diff --git a/cookbook/case_studies/ml_training/mnist_classifier/pytorch_single_node_and_gpu.py b/cookbook/case_studies/ml_training/mnist_classifier/pytorch_single_node_and_gpu.py
index 3ebcc659bc..7302b99dc9 100644
--- a/cookbook/case_studies/ml_training/mnist_classifier/pytorch_single_node_and_gpu.py
+++ b/cookbook/case_studies/ml_training/mnist_classifier/pytorch_single_node_and_gpu.py
@@ -62,9 +62,9 @@ def wandb_setup():
 # Creating the Network
 # ====================
 #
-# We use a simple PyTorch model with :py:class:`pytorch:torch.nn.Conv2d` and :py:class:`pytorch:torch.nn.Linear` layers.
-# Let's also use :py:func:`pytorch:torch.nn.functional.relu`, :py:func:`pytorch:torch.nn.functional.max_pool2d`, and
-# :py:func:`pytorch:torch.nn.functional.relu` to define the forward pass.
+# We use a simple PyTorch model with :py:class:`torch:torch.nn.Conv2d` and :py:class:`torch:torch.nn.Linear` layers.
+# Let's also use :py:func:`torch:torch.nn.functional.relu`, :py:func:`torch:torch.nn.functional.max_pool2d`, and
+# :py:func:`torch:torch.nn.functional.relu` to define the forward pass.
 class Net(nn.Module):
     def __init__(self):
         super(Net, self).__init__()
@@ -257,7 +257,7 @@ class Hyperparameters(object):
 # Training and Evaluating
 # =======================
 #
-# The output model using :py:func:`pytorch:torch.save` saves the `state_dict` as described
+# The output model using :py:func:`torch:torch.save` saves the `state_dict` as described
 # `in pytorch docs <https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-and-loading-models>`_.
 # A common convention is to have the ``.pt`` extension for the model file.
 #
diff --git a/cookbook/docs/Makefile b/cookbook/docs/Makefile
index 37241d58a0..55e0638866 100644
--- a/cookbook/docs/Makefile
+++ b/cookbook/docs/Makefile
@@ -4,7 +4,11 @@ rsts:
 
 .PHONY: html
 html:
-	sphinx-build -n -b html . _build && sphinx-build -n -b linkcheck . _build
+	sphinx-build -n -b html . _build
+
+.PHONY: linkcheck
+linkcheck:
+	sphinx-build -n -b linkcheck . _build
 
 .PHONY: doctest
 doctest:
diff --git a/cookbook/docs/conf.py b/cookbook/docs/conf.py
index 4a2de2545d..57bf8eccd9 100644
--- a/cookbook/docs/conf.py
+++ b/cookbook/docs/conf.py
@@ -443,7 +443,6 @@ def hide_example_page(file_handler):
     "pandas": ("https://pandas.pydata.org/pandas-docs/stable/", None),
     "pandera": ("https://pandera.readthedocs.io/en/stable/", None),
     "modin": ("https://modin.readthedocs.io/en/stable/", None),
-    "torch": ("https://pytorch.org/docs/master/", None),
     "scipy": ("https://docs.scipy.org/doc/scipy/reference", None),
     "matplotlib": ("https://matplotlib.org", None),
     "flytekit": ("https://flyte.readthedocs.io/projects/flytekit/en/latest/", None),
@@ -453,13 +452,16 @@ def hide_example_page(file_handler):
     # "flytekit": ("/Users/ytong/go/src/github.com/lyft/flytekit/docs/build/html", None),
     "flyteidl": ("https://docs.flyte.org/projects/flyteidl/en/latest", None),
     "flytectl": ("https://docs.flyte.org/projects/flytectl/en/latest/", None),
-    "pytorch": ("https://pytorch.org/docs/stable/", None),
+    "torch": ("https://pytorch.org/docs/stable/", None),
     "greatexpectations": ("https://legacy.docs.greatexpectations.io/en/latest", None),
     "tensorflow": (
         "https://www.tensorflow.org/api_docs/python",
         "https://github.com/GPflow/tensorflow-intersphinx/raw/master/tf2_py_objects.inv",
     ),
-    "whylogs": ("https://whylogs.readthedocs.io/", None),
+    "whylogs": ("https://whylogs.readthedocs.io/en/latest/", None),
+    "horovod": ("https://horovod.readthedocs.io/en/stable/", None),
+    "sklearn": ("https://scikit-learn.org/stable/", None),
+    "feast": ("https://rtd.feast.dev/en/latest", None),
 }
 
 # Sphinx-tabs config