Something I've noticed over the past 5 or so years is a "hobby project" is increasingly becoming the standard. Your GitHub portfolio is almost as important as your resumé itself in many cases. It starts the conversation and grabs attention with potential employers, but doesn't act in lieu of a technical evaluation. Almost every competitive applicant at the intern level has some tool or webapp that they've built out extensively.