big capacitor for low frequency range. small capacitor for high frequency range. You may see there are usually two capacitors connected at power supply line. this is because the big capacitor's operation frequency range is limited, outside its operational range, it behaves like inductor. So in order to filter out high frequency noise, small cap is necessary too. Hope you understand.