It was clearly visible that the existing caps at the power supply had started to leak, so It’s recommended to change them.
The process was easy and straight forward. The result was nice and it worked as it should after.
So, were there any improvements the sound, lite reduction of noise or hum? Nope. I recorded before and after to compare. But it feels good to have it done to avoid the risk of voltage damage.