diff --git a/doc/index.rst b/doc/index.rst
index db74369e73..5597b8dafc 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -48,6 +48,15 @@ A managed environment for PyTorch training and hosting on Amazon SageMaker
 
     sagemaker.pytorch
 
+Scikit-learn
+------------
+A managed environment for Scikit-learn training and hosting on Amazon SageMaker
+
+.. toctree::
+    :maxdepth: 2
+
+    sagemaker.sklearn
+
 Chainer
 -------
 A managed environment for Chainer training and hosting on Amazon SageMaker
@@ -80,6 +89,7 @@ Amazon provides implementations of some common machine learning algortithms opti
     factorization_machines
     lda
     ntm
+    randomcutforest
 
 Workflows
 ---------
diff --git a/doc/sagemaker.sklearn.rst b/doc/sagemaker.sklearn.rst
new file mode 100644
index 0000000000..c4019ea0c1
--- /dev/null
+++ b/doc/sagemaker.sklearn.rst
@@ -0,0 +1,26 @@
+Scikit-learn
+=======
+
+Scikit-learn Estimator
+----------------------
+
+.. autoclass:: sagemaker.sklearn.estimator.SKLearn
+    :members:
+    :undoc-members:
+    :show-inheritance:
+
+Scikit-learn Model
+------------------
+
+.. autoclass:: sagemaker.sklearn.model.SKLearnModel
+    :members:
+    :undoc-members:
+    :show-inheritance:
+
+Scikit-learn Predictor
+----------------------
+
+.. autoclass:: sagemaker.sklearn.model.SKLearnPredictor
+    :members:
+    :undoc-members:
+    :show-inheritance: