Minor doc fixes and updating README

2 files changed, 4 insertions, 2 deletions

diff --git a/docs/building-with-maven.md b/docs/building-with-maven.md
index a50878630d..c709001632 100644
--- a/docs/building-with-maven.md
+++ b/docs/building-with-maven.md
@@ -46,7 +46,9 @@ For Apache Hadoop 2.x, 0.23.x, Cloudera CDH MRv2, and other Hadoop versions with
     $ mvn -Phadoop2-yarn -Dhadoop.version=2.0.0-cdh4.2.0 -Dyarn.version=2.0.0-chd4.2.0 -DskipTests clean package
 
 Hadoop versions 2.2.x and newer can be built by setting the ```new-yarn``` and the ```yarn.version``` as follows:
-       mvn -Dyarn.version=2.2.0 -Dhadoop.version=2.2.0 -Pnew-yarn
+ 
+    # Apache Hadoop 2.2.X and newer
+    $ mvn -Dyarn.version=2.2.0 -Dhadoop.version=2.2.0 -Pnew-yarn
 
 The build process handles Hadoop 2.2.x as a special case that uses the directory ```new-yarn```, which supports the new YARN API. Furthermore, for this version, the build depends on artifacts published by the spark-project to enable Akka 2.0.5 to work with protobuf 2.5. 
 
diff --git a/docs/index.md b/docs/index.md
index bbb27338bc..45616f78f9 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -65,7 +65,7 @@ In addition, if you wish to run Spark on [YARN](running-on-yarn.md), set
 
 Note that on Windows, you need to set the environment variables on separate lines, e.g., `set SPARK_HADOOP_VERSION=1.2.1`.
 
-For this version of Spark (0.8.1) Hadoop 2.2.x (or newer) users will have to build Spark and publish it locally. See [Launching Spark on YARN](running-on-yarn.md). This is needed because Hadoop 2.2 has non backwards compatible API changes.
+For this version of Spark (0.8.1) Hadoop 2.2.x (or newer) users will have to build Spark and publish it locally. See [Launching Spark on YARN](running-on-yarn.html). This is needed because Hadoop 2.2 has non backwards compatible API changes.
 
 # Where to Go from Here