Sharon's comment is a good answer.

Thank you Sharon, helps a lot~

Thank you very much.

I go myself would usually mean "I go instead of someone else". For example, "I don't send my husband to the bakery. I go myself." I go by myself means "I go alone." For example, "When I go to the opera, I go by myself."