Can you explain this neural networks method forward, backward method in neural network with diagram?

Can you explain this neural networks method forward, backward method in neural network with diagram?? @aakashns

See the image below (the arrows that go down indicate “forward” and the arrows going up indicate “backward”

Courtesy- @aakashns