Github user jkbradley commented on a diff in the pull request:

    https://github.com/apache/spark/pull/10193#discussion_r47436301
  
    --- Diff: docs/ml-features.md ---
    @@ -63,7 +63,7 @@ the [IDF Python 
docs](api/python/pyspark.ml.html#pyspark.ml.feature.IDF) for mor
     `Word2VecModel`. The model maps each word to a unique fixed-size vector. 
The `Word2VecModel`
     transforms each document into a vector using the average of all words in 
the document; this vector
     can then be used for as features for prediction, document similarity 
calculations, etc.
    -Please refer to the [MLlib user guide on 
Word2Vec](mllib-feature-extraction.html#Word2Vec) for more
    +Please refer to the [MLlib user guide on 
Word2Vec](mllib-feature-extraction.html#word2Vec) for more
    --- End diff --
    
    The "V" in "word2vec" in the link should be lowercase


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