Take away the electricity, and it might be easier.
If you have a hose pipe, and you pump water through it, the more powerful the pump, the more water you get. The pump 'head' is equivalent to the voltage, which drives the current (water) through the system.
The hose has some resistance to the flow of water. Thinner pipe - less water, bigger pipe - more water. Also, longer pipe - less water, shorter pipe - more water. The resistance of the pipe is equivalent to the electrical resistance, which is measured in ohms.
If you put two pipes in series, the pipe is longer, so the resistance goes up, so you get less flow. If you put two pipes in parallel, you have two paths for the water, so you get more flow, in other words, your resistance has gone down.
When you match speakers to your amplifier, what you are doing is equivalent to selecting hozes to maximise the flow from the pump, without overloading it.
Moving on to the 'crazy maths', when you put speakers in series, the resistance gets bigger, so you add the ohms (A+B).
When you put speakers in parallel, the resistance goes down, and the calculation is 1/((1/A)+(1/B)). In other words, for two 8 ohm speakers: invert them [1/8+1/8] add them [1/4], and un-invert them [4] ohms.
(8 ohms & 4 ohms -> [1/8+1/4] ->[3/8] -> [8/3] ->2.66 ohms)