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authorsethah <seth.hendrickson16@gmail.com>2016-05-19 23:29:37 -0700
committerXiangrui Meng <meng@databricks.com>2016-05-19 23:29:37 -0700
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[SPARK-15394][ML][DOCS] User guide typos and grammar audit
## What changes were proposed in this pull request? Correct some typos and incorrectly worded sentences. ## How was this patch tested? Doc changes only. Note that many of these changes were identified by whomfire01 Author: sethah <seth.hendrickson16@gmail.com> Closes #13180 from sethah/ml_guide_audit.
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1 files changed, 3 insertions, 3 deletions
diff --git a/docs/ml-collaborative-filtering.md b/docs/ml-collaborative-filtering.md
index 4514a358e1..bd3d527d9a 100644
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@@ -60,7 +60,7 @@ best parameter learned from a sampled subset to the full dataset and expect simi
<div class="codetabs">
<div data-lang="scala" markdown="1">
-In the following example, we load rating data from the
+In the following example, we load ratings data from the
[MovieLens dataset](http://grouplens.org/datasets/movielens/), each row
consisting of a user, a movie, a rating and a timestamp.
We then train an ALS model which assumes, by default, that the ratings are
@@ -91,7 +91,7 @@ val als = new ALS()
<div data-lang="java" markdown="1">
-In the following example, we load rating data from the
+In the following example, we load ratings data from the
[MovieLens dataset](http://grouplens.org/datasets/movielens/), each row
consisting of a user, a movie, a rating and a timestamp.
We then train an ALS model which assumes, by default, that the ratings are
@@ -122,7 +122,7 @@ ALS als = new ALS()
<div data-lang="python" markdown="1">
-In the following example, we load rating data from the
+In the following example, we load ratings data from the
[MovieLens dataset](http://grouplens.org/datasets/movielens/), each row
consisting of a user, a movie, a rating and a timestamp.
We then train an ALS model which assumes, by default, that the ratings are