NOJIRA: Editing spacing in readme
@@ -106,7 +106,7 @@ Clone mahout repository into `~/apache`.
git clone https://github.com/apache/mahout.git
```
-######CONFIGURATION
+###### Configuration
When building mahout for a spark backend, we need four System Environment variables set:
```
@@ -140,7 +140,7 @@ We then add these to the path:
These should be added to the your ~/.bashrc file.
-######BUILDING MAHOUT WITH APACHE MAVEN
+###### Building Mahout with Apache Maven
Currently Mahout has 3 builds. From the $MAHOUT_HOME directory we may issue the commands to build each using mvn profiles.
@@ -158,7 +158,7 @@ JVM with native OpenMP and OpenCL for Level 2 and level 3 matrix/vector Multipli
mvn clean install -Pviennacl -Phadoop2 -DskipTests
```
-####TESTING THE MAHOUT ENVIRONMENT
+#### Testing the Mahout Environment
Mahout provides an extension to the spark-shell, which is good for getting to know the language, testing partition loads, prototyping algorithms, etc..
@@ -248,19 +248,14 @@ http://mahout.apache.org/users/environment/out-of-core-reference.html
http://mahout.apache.org/users/sparkbindings/play-with-shell.html
http://mahout.apache.org/users/environment/classify-a-doc-from-the-shell.html
-
-
-
Note that due to an intermittent out-of-memory bug in a Flink test we have disabled it from the binary releases. To use Flink please uncomment the line in the root pom.xml in the `<modules>` block so it reads `<module>flink</module>`.
-####EXAMPLES
+#### Examples
For examples of how to use Mahout, see the examples directory located in `examples/bin`
-
For information on how to contribute, visit the [How to Contribute Page](https://mahout.apache.org/developers/how-to-contribute.html)
-
-####LEGAL
+#### Legal
Please see the `NOTICE.txt` included in this directory for more information.
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