Virtual Network (VNet) support for HDInsight is now generally available. In addition to HBase clusters, now you can provision Hadoop clusters in a VNet. HDInsight supports deploying only into a location-based VNet.
Useful links to help you get started:
You can also review
general HDInsight documentation.