Looks like the tutorial is just fine:
As Neo4j follows Property Graph Data Model, it should support only directional relationships. If we try to create a Relationship without any direction, then Neo4j DB server should throw an error
So you can only store directional relationships. But nothing stops you by omitting the direction of relationship when you are doing a MATCH statement.