On his YouTube channel, filmmaker Peter McKinnon shares some simple but helpful tips on how to get smoother handheld footage without any special equipment. He also recorded a follow-up video on the basic tools amateur filmmakers can use to get a more cinematic look:
https://www.youtube.com/watch?v=sYBRfQY1Wqg