Yes, you can. If you want to feed your seedlings, you need to do it very slowly, using a watering can and a fine mist sprayer. If you want to fertilize the soil, you can use fertilizer that is water soluble, such as fish emulsion or fish emulsion plus.
It's important that you do not apply the fertilizer with a hose, because the fertilizer will run off into the soil.