This varies widely between fields and institutions. Getting a PhD position nowadays in ML or computer vision is much harder. You need to already have publications when you apply and need to have experience specifically in the subfield, give a good talk, an interview, a good motivation letter / research statement, recommendation letters from good internships and multiple PIs you worked with, good grades, etc.

It can be different in other fields an in lower tier colleges.