Herbs generally don't need much fertilizing. Too much can cause excess leaf growth and much less concentrated flavor in the harvest.
mulch, such as your own compost
, often provides enough fertilizer for the whole season. If you do find that you need a bit more, stick with a weak solution of fish emulsion once every two weeks.