diff --git a/python/docs/source/reference/index.rst b/python/docs/source/reference/index.rst
index 6330636839cdf..ed3eb4d07dac6 100644
--- a/python/docs/source/reference/index.rst
+++ b/python/docs/source/reference/index.rst
@@ -31,7 +31,6 @@ Pandas API on Spark follows the API specifications of latest pandas release.
    pyspark.pandas/index
    pyspark.ss/index
    pyspark.ml
-   pyspark.ml.connect
    pyspark.streaming
    pyspark.mllib
    pyspark
diff --git a/python/docs/source/reference/pyspark.ml.connect.rst b/python/docs/source/reference/pyspark.ml.connect.rst
deleted file mode 100644
index 1a3e6a593980f..0000000000000
--- a/python/docs/source/reference/pyspark.ml.connect.rst
+++ /dev/null
@@ -1,122 +0,0 @@
-..  Licensed to the Apache Software Foundation (ASF) under one
-    or more contributor license agreements.  See the NOTICE file
-    distributed with this work for additional information
-    regarding copyright ownership.  The ASF licenses this file
-    to you under the Apache License, Version 2.0 (the
-    "License"); you may not use this file except in compliance
-    with the License.  You may obtain a copy of the License at
-
-..    http://www.apache.org/licenses/LICENSE-2.0
-
-..  Unless required by applicable law or agreed to in writing,
-    software distributed under the License is distributed on an
-    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-    KIND, either express or implied.  See the License for the
-    specific language governing permissions and limitations
-    under the License.
-
-
-MLlib (DataFrame-based) for Spark Connect
-=========================================
-
-.. warning::
-    The namespace for this package can change in the future Spark version.
-
-
-Pipeline APIs
--------------
-
-.. currentmodule:: pyspark.ml.connect
-
-.. autosummary::
-    :template: autosummary/class_with_docs.rst
-    :toctree: api/
-
-    Transformer
-    Estimator
-    Model
-    Evaluator
-    Pipeline
-    PipelineModel
-
-
-Feature
--------
-
-.. currentmodule:: pyspark.ml.connect.feature
-
-.. autosummary::
-    :template: autosummary/class_with_docs.rst
-    :toctree: api/
-
-    MaxAbsScaler
-    MaxAbsScalerModel
-    StandardScaler
-    StandardScalerModel
-
-
-Classification
---------------
-
-.. currentmodule:: pyspark.ml.connect.classification
-
-.. autosummary::
-    :template: autosummary/class_with_docs.rst
-    :toctree: api/
-
-    LogisticRegression
-    LogisticRegressionModel
-
-
-Functions
----------
-
-.. currentmodule:: pyspark.ml.connect.functions
-
-.. autosummary::
-    :toctree: api/
-
-    array_to_vector
-    vector_to_array
-
-
-Tuning
-------
-
-.. currentmodule:: pyspark.ml.connect.tuning
-
-.. autosummary::
-    :template: autosummary/class_with_docs.rst
-    :toctree: api/
-
-    CrossValidator
-    CrossValidatorModel
-
-
-Evaluation
-----------
-
-.. currentmodule:: pyspark.ml.connect.evaluation
-
-.. autosummary::
-    :template: autosummary/class_with_docs.rst
-    :toctree: api/
-
-    RegressionEvaluator
-    BinaryClassificationEvaluator
-    MulticlassClassificationEvaluator
-
-
-Utilities
----------
-
-.. currentmodule:: pyspark.ml.connect.io_utils
-
-.. autosummary::
-    :template: autosummary/class_with_docs.rst
-    :toctree: api/
-
-    ParamsReadWrite
-    CoreModelReadWrite
-    MetaAlgorithmReadWrite
-
diff --git a/python/pyspark/ml/connect/__init__.py b/python/pyspark/ml/connect/__init__.py
index e6115a62ccfe8..2ee152f6a38a3 100644
--- a/python/pyspark/ml/connect/__init__.py
+++ b/python/pyspark/ml/connect/__init__.py
@@ -28,14 +28,13 @@
     evaluation,
     tuning,
 )
-from pyspark.ml.connect.evaluation import Evaluator
 
 from pyspark.ml.connect.pipeline import Pipeline, PipelineModel
 
 __all__ = [
     "Estimator",
     "Transformer",
-    "Evaluator",
+    "Estimator",
     "Model",
     "feature",
     "evaluation",