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3
Fairly standard cheap driver. The resistors in parallel with the capacitor is to discharge them when you unplug it, this means you will not get a chock if you touch the plug. Resistors are used in series to better withstand the mains voltage. The 47ohm resistor are used to limit the peak current.
The two 6.8uF capacitors are not strictly necessary, but they will reduce flicker.
And as you correctly guessed the uF capacitors controls the brightness, they are used as lossless series resistors.