Originally posted by kiennjal shah:
is this something popular that is related to binary trees?
No, binary trees specifically involve sorting the values in the tree for faster lookup, insertion, etc.
A decision tree instead labels each edge (connection from one node to another). A node has a question (decision) with multiple edges leading to other nodes. Once you have an answer to the question, you navigate the edge with the matching answer.