Open the app Settings and select 'Language & input' under PERSONAL.
Tap the Quick Settings icon
Select 'Auto correction' under TEXT CORRECTION.
Select 'Off' to turn off 'Auto-Correction'.
Note: As an alternative, whenever a word is replaced not to your liking, you can tap the Delete key immediately after which and the system returns the word you've typed.