From 781df499836e4216939e0febdcd5f89d30645759 Mon Sep 17 00:00:00 2001
From: Yuhao Yang <hhbyyh@gmail.com>
Date: Wed, 13 Apr 2016 13:58:35 -0700
Subject: [SPARK-13089][ML] [Doc] spark.ml Naive Bayes user guide and examples

jira: https://issues.apache.org/jira/browse/SPARK-13089

Add section in ml-classification.md for NaiveBayes DataFrame-based API, plus example code (using include_example to clip code from examples/ folder files).

Author: Yuhao Yang <hhbyyh@gmail.com>

Closes #11015 from hhbyyh/naiveBayesDoc.
---
 docs/ml-classification-regression.md | 34 ++++++++++++++++++++++++++++++++++
 1 file changed, 34 insertions(+)

(limited to 'docs/ml-classification-regression.md')

diff --git a/docs/ml-classification-regression.md b/docs/ml-classification-regression.md
index 45155c8ad1..eaf4f6d843 100644
--- a/docs/ml-classification-regression.md
+++ b/docs/ml-classification-regression.md
@@ -302,6 +302,40 @@ Refer to the [Java API docs](api/java/org/apache/spark/ml/classification/OneVsRe
 </div>
 </div>
 
+## Naive Bayes
+
+[Naive Bayes](http://en.wikipedia.org/wiki/Naive_Bayes_classifier) are a family of simple 
+probabilistic classifiers based on applying Bayes' theorem with strong (naive) independence 
+assumptions between the features. The spark.ml implementation currently supports both [multinomial
+naive Bayes](http://nlp.stanford.edu/IR-book/html/htmledition/naive-bayes-text-classification-1.html)
+and [Bernoulli naive Bayes](http://nlp.stanford.edu/IR-book/html/htmledition/the-bernoulli-model-1.html).
+More information can be found in the section on [Naive Bayes in MLlib](mllib-naive-bayes.html#naive-bayes-sparkmllib).
+
+**Example**
+
+<div class="codetabs">
+<div data-lang="scala" markdown="1">
+
+Refer to the [Scala API docs](api/scala/index.html#org.apache.spark.ml.classification.NaiveBayes) for more details.
+
+{% include_example scala/org/apache/spark/examples/ml/NaiveBayesExample.scala %}
+</div>
+
+<div data-lang="java" markdown="1">
+
+Refer to the [Java API docs](api/java/org/apache/spark/ml/classification/NaiveBayes.html) for more details.
+
+{% include_example java/org/apache/spark/examples/ml/JavaNaiveBayesExample.java %}
+</div>
+
+<div data-lang="python" markdown="1">
+
+Refer to the [Python API docs](api/python/pyspark.ml.html#pyspark.ml.classification.NaiveBayes) for more details.
+
+{% include_example python/ml/naive_bayes_example.py %}
+</div>
+</div>
+
 
 # Regression
 
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