Build a better RGB LED controller.

Step 4 Adding the decoupling capacitors.

The decoupling capacitors are 100nF ceramic capacitors. Their function is to help suppress any spikes or transients that might find their way onto the power supply. There is one on either side of the voltage regulator.

These capacitors are not polarity sensitive, so they can be put in any way round.