I'll suggest the Egyptian or the Levantine Arabic, they're widely known in the Arab world.

I'll suggest Standard Arabic From which you can understand all the dialects

I think Modern Standard Arabic is the best way to learn any dialect. if you learned MSA First, you will be able to learnt any dialect. Then I think Egyptian And Levantine dialects are the easiest.

the Egyptian is the most popular

Levantine and egyptian