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fix errors in markdown
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yinxusen committed Dec 8, 2015
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22 changes: 11 additions & 11 deletions docs/ml-features.md
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Expand Up @@ -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
details.

In the following code segment, we start with a set of documents, each of which is represented as a sequence of words. For each document, we transform it into a feature vector. This feature vector could then be passed to a learning algorithm.
Expand Down Expand Up @@ -411,7 +411,7 @@ for more details on the API.
Refer to the [DCT Java docs](api/java/org/apache/spark/ml/feature/DCT.html)
for more details on the API.

{% include_example java/org/apache/spark/examples/ml/JavaDCTExample.java %}}
{% include_example java/org/apache/spark/examples/ml/JavaDCTExample.java %}
</div>
</div>

Expand Down Expand Up @@ -564,23 +564,23 @@ for more details on the API.
The following example demonstrates how to load a dataset in libsvm format and then normalize each row to have unit $L^2$ norm and unit $L^\infty$ norm.

<div class="codetabs">
<div data-lang="scala">
<div data-lang="scala" markdown="1">

Refer to the [Normalizer Scala docs](api/scala/index.html#org.apache.spark.ml.feature.Normalizer)
for more details on the API.

{% include_example scala/org/apache/spark/examples/ml/NormalizerExample.scala %}
</div>

<div data-lang="java">
<div data-lang="java" markdown="1">

Refer to the [Normalizer Java docs](api/java/org/apache/spark/ml/feature/Normalizer.html)
for more details on the API.

{% include_example java/org/apache/spark/examples/ml/JavaNormalizerExample.java %}
</div>

<div data-lang="python">
<div data-lang="python" markdown="1">

Refer to the [Normalizer Python docs](api/python/pyspark.ml.html#pyspark.ml.feature.Normalizer)
for more details on the API.
Expand All @@ -604,23 +604,23 @@ Note that if the standard deviation of a feature is zero, it will return default
The following example demonstrates how to load a dataset in libsvm format and then normalize each feature to have unit standard deviation.

<div class="codetabs">
<div data-lang="scala">
<div data-lang="scala" markdown="1">

Refer to the [StandardScaler Scala docs](api/scala/index.html#org.apache.spark.ml.feature.StandardScaler)
for more details on the API.

{% include_example scala/org/apache/spark/examples/ml/StandardScalerExample.scala %}
</div>

<div data-lang="java">
<div data-lang="java" markdown="1">

Refer to the [StandardScaler Java docs](api/java/org/apache/spark/ml/feature/StandardScaler.html)
for more details on the API.

{% include_example java/org/apache/spark/examples/ml/JavaStandardScalerExample.java %}
</div>

<div data-lang="python">
<div data-lang="python" markdown="1">

Refer to the [StandardScaler Python docs](api/python/pyspark.ml.html#pyspark.ml.feature.StandardScaler)
for more details on the API.
Expand Down Expand Up @@ -683,23 +683,23 @@ More details can be found in the API docs for [Bucketizer](api/scala/index.html#
The following example demonstrates how to bucketize a column of `Double`s into another index-wised column.

<div class="codetabs">
<div data-lang="scala">
<div data-lang="scala" markdown="1">

Refer to the [Bucketizer Scala docs](api/scala/index.html#org.apache.spark.ml.feature.Bucketizer)
for more details on the API.

{% include_example scala/org/apache/spark/examples/ml/BucketizerExample.scala %}
</div>

<div data-lang="java">
<div data-lang="java" markdown="1">

Refer to the [Bucketizer Java docs](api/java/org/apache/spark/ml/feature/Bucketizer.html)
for more details on the API.

{% include_example java/org/apache/spark/examples/ml/JavaBucketizerExample.java %}
</div>

<div data-lang="python">
<div data-lang="python" markdown="1">

Refer to the [Bucketizer Python docs](api/python/pyspark.ml.html#pyspark.ml.feature.Bucketizer)
for more details on the API.
Expand Down

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