How to keep amperage in serial and parallel?
You haven't said what the voltage rating of your Power Supply is, but if we assume it is a "constant voltage" regulated supply, then it will attempt to maintain a constant voltage up to the rated current capacity (2000 mA).

If you put your LEDs in series, then the voltage from your power supply is distributed across the LEDs, and is therefore lower on each LED. This would cause your LEDs to be less bright.

If you put your LEDs in parallel, then the voltage remains constant.