How to avoid being scammed when buying a vehicle from a private seller.

The internet is rife with horror stories of people misrepresenting themselves while selling a vehicle, and scamming shoppers with schemes that seem legitimate, but end up with them losing hundreds, sometimes thousands of dollars. How do you protect yourself from people who would abuse an honest car shopper?