Does it matter how many calories i eat in a day when on Atkins?

A friend of mine who recommended Atkins said calories do not matter at all when it comes to Atkins Diet. This goes against everything I've ever learned. Can I really eat 2000, 3000, or more calories a day in protein and fat and still lose weight? I weigh 145 now and my goal is about 125.