Sometimes you just don't need Apple's iPad dictionary telling you how to spell. The feature can be helpful but sometimes it's not the best at recognizing certain words and proper names, etc.
To turn auto correct off:
1. Navigate to Settings -> General -> Keyboard
2. Touch Auto-Correction -> OFF