Aluminum electrolytic capacitors. The values you need are shown at the bottom left. I suggest to get capacitors with a voltage rating of double the supply voltage you plan to use.
The more low frequency response you want (i.e., bass), the bigger the capacitor you need. Note, however, that for good bass reproduction you will need a physically big speaker in a good enclosure, etc. (this is a Pandora's box I am not going to open further).
That said, I will only comment that the four big electrolytic capacitors clearly visible on the left side of the board make me think that they have a mistake in the wiring diagram, and that the needed capacitors are already on the board.