diff --git a/.readthedocs.yml b/.readthedocs.yml
index 86a85609d7a..19b1898e947 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -18,3 +18,4 @@ sphinx:
 python:
   install:
     - requirements: doc-requirements.txt
+    - requirements: docs/requirements.txt
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 00000000000..1fb1b913592
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,7 @@
+# TODO: Remove after buf migration is done and packages updated, see doc-requirements.in
+# skl2onnx and tf2onnx added here so that the plugin API reference is rendered,
+# with the caveat that the docs build environment has the environment variable
+# PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python set so that protobuf can be parsed
+# using Python, which is acceptable for docs building.
+skl2onnx
+tf2onnx
diff --git a/flytekit/__init__.py b/flytekit/__init__.py
index 647ed1eaf77..1748a7a17eb 100644
--- a/flytekit/__init__.py
+++ b/flytekit/__init__.py
@@ -185,7 +185,7 @@
 from flytekit.core.workflow import ImperativeWorkflow as Workflow
 from flytekit.core.workflow import WorkflowFailurePolicy, reference_workflow, workflow
 from flytekit.deck import Deck
-from flytekit.extras import pytorch, tensorflow
+from flytekit.extras import pytorch, sklearn, tensorflow
 from flytekit.extras.persistence import GCSPersistence, HttpPersistence, S3Persistence
 from flytekit.loggers import logger
 from flytekit.models.common import Annotations, AuthRole, Labels
diff --git a/flytekit/extras/pytorch/__init__.py b/flytekit/extras/pytorch/__init__.py
index 770fe11b735..a29d8e89e6d 100644
--- a/flytekit/extras/pytorch/__init__.py
+++ b/flytekit/extras/pytorch/__init__.py
@@ -1,6 +1,4 @@
 """
-Flytekit PyTorch
-=========================================
 .. currentmodule:: flytekit.extras.pytorch
 
 .. autosummary::
@@ -8,6 +6,9 @@
    :toctree: generated/
 
     PyTorchCheckpoint
+    PyTorchCheckpointTransformer
+    PyTorchModuleTransformer
+    PyTorchTensorTransformer
 """
 from flytekit.loggers import logger
 
diff --git a/flytekit/extras/sklearn/__init__.py b/flytekit/extras/sklearn/__init__.py
index 0a1bf2dda54..1d16f6080f9 100644
--- a/flytekit/extras/sklearn/__init__.py
+++ b/flytekit/extras/sklearn/__init__.py
@@ -1,11 +1,11 @@
 """
-Flytekit Sklearn
-=========================================
 .. currentmodule:: flytekit.extras.sklearn
 
 .. autosummary::
    :template: custom.rst
    :toctree: generated/
+
+   SklearnEstimatorTransformer
 """
 from flytekit.loggers import logger
 
diff --git a/flytekit/extras/tensorflow/__init__.py b/flytekit/extras/tensorflow/__init__.py
index 4db9b428ea5..fe10c9024b3 100644
--- a/flytekit/extras/tensorflow/__init__.py
+++ b/flytekit/extras/tensorflow/__init__.py
@@ -1,3 +1,14 @@
+"""
+.. currentmodule:: flytekit.extras.tensorflow
+
+.. autosummary::
+   :template: custom.rst
+   :toctree: generated/
+
+   TensorFlowRecordFileTransformer
+   TensorFlowRecordsDirTransformer
+"""
+
 from flytekit.loggers import logger
 
 # TODO: abstract this out so that there's an established pattern for registering plugins