diff --git a/src/csharp/Microsoft.Spark.E2ETest/IpcTests/ML/Feature/StopWordsRemoverTests.cs b/src/csharp/Microsoft.Spark.E2ETest/IpcTests/ML/Feature/StopWordsRemoverTests.cs
new file mode 100644
index 000000000..4bf614a44
--- /dev/null
+++ b/src/csharp/Microsoft.Spark.E2ETest/IpcTests/ML/Feature/StopWordsRemoverTests.cs
@@ -0,0 +1,78 @@
+// Licensed to the .NET Foundation under one or more agreements.
+// The .NET Foundation licenses this file to you under the MIT license.
+// See the LICENSE file in the project root for more information.
+
+using System.IO;
+using Microsoft.Spark.E2ETest.Utils;
+using Microsoft.Spark.ML.Feature;
+using Microsoft.Spark.Sql;
+using Microsoft.Spark.Sql.Types;
+using Microsoft.Spark.UnitTest.TestUtils;
+using Xunit;
+
+namespace Microsoft.Spark.E2ETest.IpcTests.ML.Feature
+{
+    [Collection("Spark E2E Tests")]
+    public class StopWordsRemoverTests : FeatureBaseTests<StopWordsRemover>
+    {
+        private readonly SparkSession _spark;
+
+        public StopWordsRemoverTests(SparkFixture fixture) : base(fixture)
+        {
+            _spark = fixture.Spark;
+        }
+
+        /// <summary>
+        /// Test signatures for APIs up to Spark 2.3.*.
+        /// </summary>
+        [Fact]
+        public void TestSignaturesV2_3_X()
+        {
+            string expectedUid = "theUidWithOutLocale";
+            string expectedInputCol = "input_col";
+            string expectedOutputCol = "output_col";
+            bool expectedCaseSensitive = false;
+            var expectedStopWords = new string[] { "test1", "test2" };
+
+            DataFrame input = _spark.Sql("SELECT split('Hi I heard about Spark', ' ') as input_col");
+
+            StopWordsRemover stopWordsRemover = new StopWordsRemover(expectedUid)
+                .SetInputCol(expectedInputCol)
+                .SetOutputCol(expectedOutputCol)
+                .SetCaseSensitive(expectedCaseSensitive)
+                .SetStopWords(expectedStopWords);
+
+            Assert.Equal(expectedUid, stopWordsRemover.Uid());
+            Assert.Equal(expectedInputCol, stopWordsRemover.GetInputCol());
+            Assert.Equal(expectedOutputCol, stopWordsRemover.GetOutputCol());
+            Assert.Equal(expectedCaseSensitive, stopWordsRemover.GetCaseSensitive());
+            Assert.Equal(expectedStopWords, stopWordsRemover.GetStopWords());
+            Assert.NotEmpty(StopWordsRemover.LoadDefaultStopWords("english"));
+
+            using (var tempDirectory = new TemporaryDirectory())
+            {
+                string savePath = Path.Join(tempDirectory.Path, "StopWordsRemover");
+                stopWordsRemover.Save(savePath);
+
+                StopWordsRemover loadedStopWordsRemover = StopWordsRemover.Load(savePath);
+                Assert.Equal(stopWordsRemover.Uid(), loadedStopWordsRemover.Uid());
+            }
+
+            Assert.IsType<StructType>(stopWordsRemover.TransformSchema(input.Schema()));
+            Assert.IsType<DataFrame>(stopWordsRemover.Transform(input));
+
+            TestFeatureBase(stopWordsRemover, "inputCol", "input_col");
+        }
+
+        /// <summary>
+        /// Test signatures for APIs introduced in Spark 2.4.*.
+        /// </summary>
+        [SkipIfSparkVersionIsLessThan(Versions.V2_4_0)]
+        public void TestSignaturesV2_4_X()
+        {
+            string expectedLocale = "en_GB";
+            StopWordsRemover stopWordsRemover = new StopWordsRemover().SetLocale(expectedLocale);
+            Assert.Equal(expectedLocale, stopWordsRemover.GetLocale());
+        }
+    }
+}
diff --git a/src/csharp/Microsoft.Spark/ML/Feature/StopWordsRemover.cs b/src/csharp/Microsoft.Spark/ML/Feature/StopWordsRemover.cs
new file mode 100644
index 000000000..19458ea2e
--- /dev/null
+++ b/src/csharp/Microsoft.Spark/ML/Feature/StopWordsRemover.cs
@@ -0,0 +1,176 @@
+// Licensed to the .NET Foundation under one or more agreements.
+// The .NET Foundation licenses this file to you under the MIT license.
+// See the LICENSE file in the project root for more information.
+
+using System.Collections.Generic;
+using Microsoft.Spark.Interop;
+using Microsoft.Spark.Interop.Ipc;
+using Microsoft.Spark.Sql;
+using Microsoft.Spark.Sql.Types;
+
+namespace Microsoft.Spark.ML.Feature
+{
+    /// <summary>
+    /// A <see cref="StopWordsRemover"/> feature transformer that filters out stop words from input.
+    /// </summary>
+    public class StopWordsRemover : FeatureBase<StopWordsRemover>, IJvmObjectReferenceProvider
+    {
+        private static readonly string s_stopWordsRemoverClassName =
+            "org.apache.spark.ml.feature.StopWordsRemover";
+
+        /// <summary>
+        /// Create a <see cref="StopWordsRemover"/> without any parameters.
+        /// </summary>
+        public StopWordsRemover() : base(s_stopWordsRemoverClassName)
+        {
+        }
+
+        /// <summary>
+        /// Create a <see cref="StopWordsRemover"/> with a UID that is used to give the
+        /// <see cref="StopWordsRemover"/> a unique ID.
+        /// </summary>
+        /// <param name="uid">An immutable unique ID for the object and its derivatives.</param>
+        public StopWordsRemover(string uid) : base(s_stopWordsRemoverClassName, uid)
+        {
+        }
+
+        internal StopWordsRemover(JvmObjectReference jvmObject) : base(jvmObject)
+        {
+        }
+
+        JvmObjectReference IJvmObjectReferenceProvider.Reference => _jvmObject;
+
+        /// <summary>
+        /// Sets the column that the <see cref="StopWordsRemover"/> should read from.
+        /// </summary>
+        /// <param name="value">The name of the column to use as the source</param>
+        /// <returns>New <see cref="StopWordsRemover"/> object</returns>
+        public StopWordsRemover SetInputCol(string value) =>
+            WrapAsStopWordsRemover(_jvmObject.Invoke("setInputCol", value));
+
+        /// <summary>
+        /// The <see cref="StopWordsRemover"/> will create a new column in the DataFrame, this is the
+        /// name of the new column.
+        /// </summary>
+        /// <param name="value">The name of the column to use as the target</param>
+        /// <returns>New <see cref="StopWordsRemover"/> object</returns>
+        public StopWordsRemover SetOutputCol(string value) =>
+            WrapAsStopWordsRemover(_jvmObject.Invoke("setOutputCol", value));
+
+        /// <summary>
+        /// Executes the <see cref="StopWordsRemover"/> and transforms the DataFrame to include the new
+        /// column.
+        /// </summary>
+        /// <param name="source">The DataFrame to transform</param>
+        /// <returns>
+        /// New <see cref="DataFrame"/> object with the source <see cref="DataFrame"/> transformed
+        /// </returns>
+        public DataFrame Transform(DataFrame source) =>
+            new DataFrame((JvmObjectReference)_jvmObject.Invoke("transform", source));
+
+        /// <summary>
+        /// Gets the column that the <see cref="StopWordsRemover"/> should read from.
+        /// </summary>
+        /// <returns>Input column name</returns>
+        public string GetInputCol() => (string)_jvmObject.Invoke("getInputCol");
+
+        /// <summary>
+        /// The <see cref="StopWordsRemover"/> will create a new column in the DataFrame, this is the
+        /// name of the new column.
+        /// </summary>
+        /// <returns>The output column name</returns>
+        public string GetOutputCol() => (string)_jvmObject.Invoke("getOutputCol");
+
+        /// <summary>
+        /// Sets locale for <see cref="StopWordsRemover"/> transform.
+        /// Refer java.util.locale.getavailablelocales() for all available locales.
+        /// </summary>
+        /// <param name="value">Locale to be used for transform</param>
+        /// <returns>New <see cref="StopWordsRemover"/> object</returns>
+        [Since(Versions.V2_4_0)]
+        public StopWordsRemover SetLocale(string value) =>
+            WrapAsStopWordsRemover(_jvmObject.Invoke("setLocale", value));
+
+        /// <summary>
+        /// Gets locale for <see cref="StopWordsRemover"/> transform
+        /// </summary>
+        /// <returns>The locale</returns>
+        [Since(Versions.V2_4_0)]
+        public string GetLocale() => (string)_jvmObject.Invoke("getLocale");
+
+        /// <summary>
+        /// Sets case sensitivity.
+        /// </summary>
+        /// <param name="value">true if case sensitive, false otherwise</param>
+        /// <returns>New <see cref="StopWordsRemover"/> object</returns>
+        public StopWordsRemover SetCaseSensitive(bool value) =>
+            WrapAsStopWordsRemover(_jvmObject.Invoke("setCaseSensitive", value));
+
+        /// <summary>
+        /// Gets case sensitivity.
+        /// </summary>
+        /// <returns>true if case sensitive, false otherwise</returns>
+        public bool GetCaseSensitive() => (bool)_jvmObject.Invoke("getCaseSensitive");
+
+        /// <summary>
+        /// Sets custom stop words.
+        /// </summary>
+        /// <param name="values">Custom stop words</param>
+        /// <returns>New <see cref="StopWordsRemover"/> object</returns>
+        public StopWordsRemover SetStopWords(IEnumerable<string> values) =>
+            WrapAsStopWordsRemover(_jvmObject.Invoke("setStopWords", values));
+
+        /// <summary>
+        /// Gets the custom stop words.
+        /// </summary>
+        /// <returns>Custom stop words</returns>
+        public IEnumerable<string> GetStopWords() =>
+            (IEnumerable<string>)_jvmObject.Invoke("getStopWords");
+
+        /// <summary>
+        /// Check transform validity and derive the output schema from the input schema.
+        /// 
+        /// This checks for validity of interactions between parameters during Transform and
+        /// raises an exception if any parameter value is invalid.
+        ///
+        /// Typical implementation should first conduct verification on schema change and parameter
+        /// validity, including complex parameter interaction checks.
+        /// </summary>
+        /// <param name="value">
+        /// The <see cref="StructType"/> of the <see cref="DataFrame"/> which will be transformed.
+        /// </param>
+        /// <returns>
+        /// The <see cref="StructType"/> of the output schema that would have been derived from the
+        /// input schema, if Transform had been called.
+        /// </returns>
+        public StructType TransformSchema(StructType value) =>
+            new StructType(
+                (JvmObjectReference)_jvmObject.Invoke(
+                    "transformSchema",
+                    DataType.FromJson(_jvmObject.Jvm, value.Json)));
+
+        /// <summary>
+        /// Load default stop words of given language for <see cref="StopWordsRemover"/>
+        /// transform.
+        /// Supported languages: danish, dutch, english, finnish, french, german,
+        /// hungarian, italian, norwegian, portuguese, russian, spanish, swedish, turkish.
+        /// </summary>
+        /// <param name="language">Language</param>
+        /// <returns>Default stop words for the given language</returns>
+        public static string[] LoadDefaultStopWords(string language) =>
+            (string[])SparkEnvironment.JvmBridge.CallStaticJavaMethod(
+                s_stopWordsRemoverClassName, "loadDefaultStopWords", language);
+
+        /// <summary>
+        /// Loads the <see cref="StopWordsRemover"/> that was previously saved using Save.
+        /// </summary>
+        /// <param name="path">The path the previous <see cref="StopWordsRemover"/> was saved to</param>
+        /// <returns>New <see cref="StopWordsRemover"/> object, loaded from path</returns>
+        public static StopWordsRemover Load(string path) =>
+            WrapAsStopWordsRemover(
+                SparkEnvironment.JvmBridge.CallStaticJavaMethod(s_stopWordsRemoverClassName, "load", path));
+
+        private static StopWordsRemover WrapAsStopWordsRemover(object obj) =>
+            new StopWordsRemover((JvmObjectReference)obj);
+    }
+}