My biggest mistake was always building AD. I saved up for Anivia because of her passive. I started massively building Bloodthirsters and Hydras. It got to the point when I was 250 AD Anivia with 45 AP. Then I got a little more skilled and looked over champion spotlights before I play any champion.
What was your biggest mistake as a noob?