As I understand it (IANAL) Unloaded Open Carry is legal in CA. I don't know what restrictions may be in place in specific areas, so you might get a better response if you post this question in the California State area at the bottom of the topic page.
Welcome Marine, Semper Fi. There are quite a few service members here and you should feel right at home here
cheers - okboomer