How to know what 'type' of caps to use??

For basic projects, I usually just consider whether or not the capacitor must be polarized or not. If the capacitor must be non-polar, I'll go with a ceramic. If the schematic calls for a polar capacitor, I'll use an electrolytic. Note that there are also non-polar electrolytics, and most non-polar caps will work where polar ones are designated.