diff --git a/docs/ml-features.md b/docs/ml-features.md
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@@ -870,39 +870,6 @@ for more details on the API.
-## TargetEncoder
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-Refer to the [TargetEncoder Python docs](api/python/reference/api/pyspark.ml.feature.TargetEncoder.html) for more details on the API.
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-{% include_example python/ml/target_encoder_example.py %}
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-Refer to the [TargetEncoder Scala docs](api/scala/org/apache/spark/ml/feature/TargetEncoder.html) for more details on the API.
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-{% include_example scala/org/apache/spark/examples/ml/TargetEncoderExample.scala %}
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-Refer to the [TargetEncoder Java docs](api/java/org/apache/spark/ml/feature/TargetEncoder.html)
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-{% include_example java/org/apache/spark/examples/ml/JavaTargetEncoderExample.java %}
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## VectorIndexer
`VectorIndexer` helps index categorical features in datasets of `Vector`s.