[SPARK-3961] [MLlib] [PySpark] Python API for mllib.feature

Added completed Python API for MLlib.feature

Normalizer
StandardScalerModel
StandardScaler
HashTF
IDFModel
IDF

cc mengxr

Author: Davies Liu <davies@databricks.com>
Author: Davies Liu <davies.liu@gmail.com>

Closes #2819 from davies/feature and squashes the following commits:

4f48f48 [Davies Liu] add a note for HashingTF
67f6d21 [Davies Liu] address comments
b628693 [Davies Liu] rollback changes in Word2Vec
efb4f4f [Davies Liu] Merge branch 'master' into feature
806c7c2 [Davies Liu] address comments
3abb8c2 [Davies Liu] address comments
59781b9 [Davies Liu] Merge branch 'master' of github.com:apache/spark into feature
a405ae7 [Davies Liu] fix tests
7a1891a [Davies Liu] fix tests
486795f [Davies Liu] update programming guide, HashTF -> HashingTF
8a50584 [Davies Liu] Python API for mllib.feature