Simple circuit to show the relationship between output from the transformer (24vac), the two outputs from each half of the bridge rectifier (12vac) and the final output stage across the voltmeter (12vdc). If you remove the nodes for all the outputs except the voltmeter, you will see the saw tooth pattern associated with unregulated supplies.
Add an LM317 and you will have a regulated 5vdc output.