What do these arrows represent? Is there any way to memorize it easily?
They indicate data direction. Arrows pointing to the chip indicate that those pins are inputs and vice versa. Bidirectional arrows indicate they are either inputs/outputs, depending on the circumstances.
If you want to memorize it, I think you should memorize those pins meanings first.