Network Security Groups (NSG’s) allow you to filter and secure network traffic for internet-facing Virtual Machines. They allow you to specify destination, source, protocol, direction, port range and priority. This however can still allow certain unwanted traffic subsets to go through the NSG. That’s where Adaptive Network Hardening and thus machine learning comes in play. It will give you alerts and recommendations for hardening NSG’s.