Hand weed out any that are in with the plants, you need to hoe between the rows with a dutch hoe. Keep the hoeing going and all the nutrients in the soil will go to the crops you are growing not the weeds.

Hoe, hoe and hoe again. It's a thankless task but if you do it your veg will thank you for it with bumper crops and superb taste!