Congratulations on joining the solder sniffers club!
Resistors: I use metal film. You can use carbon if you want that "old school mojo".
Capacitors: Look at the footprint on the board. If it's rectangle, use film caps. If it's a circle, use electrolytic. Generally speaking...if the value...