I recommend watching the following videos for learning about graphs. These are really well made videos and he covers a lot in these short videos, so if you feel overwhelmed, use the rewind and pause buttons.
Part of course:
Introduction to Graphs (and how to represent them)
- Introduction to Graphs
- How to represent graphs?
- Further reading