Graph algorithm Strong intuitions/understanding

Everywhere I find in the case of graph algorithms they directly provide the steps of the algorithm or give too much mathematical proof.
Which is not easy for me to understand.
Can anyone just list out the best resources of graph algorithms they find by which they get strong intuitions/understanding of algorithms?
Algorithms such as - shortest path, and many more.