I also thought I needed roids to gain the confidence to talk to girls. All it did was make me in to a jacked awkward guy because I still didn't have the self worth and genuine confidence that women find attractive.
There is no shortcut to achieving the inner peace that women find extremely attractive in men. My advice to you is don't hunt for women, work on mastering yourself first. Sure, if the opportunity arises then approach a girl, put in the effort and get out of your comfort zone. But if you never fix yourself it won't matter because any relationship will fail anyways.
This might not pertain to you, but I'm sure it probably does. Take a deep hard look at yourself and be honest. Young men don't know how to do this anymore, and it is painfully apparent. Work on being better physically and mentally every day. That is the only way to find happiness, there's no shortcut.