Github user atalwalkar commented on a diff in the pull request:
https://github.com/apache/spark/pull/1908#discussion_r16148869
--- Diff: docs/mllib-linear-methods.md ---
@@ -81,8 +80,8 @@ methods MLlib supports:
### Regularizers
The purpose of the
[regularizer](http://en.wikipedia.org/wiki/Regularization_(mathematics)) is to
-encourage simple models, by punishing the complexity of the model `$\wv$`,
in order to e.g. avoid
-over-fitting.
+encourage simple models and avoid
+overfitting.
--- End diff --
fixed.
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