Constant weeding is the first solution. Persevere and in the end you'll win.
Without using weedkillers, the other solution is to cover the area (when the growing season has finished) with black plastic sheet or weed suppressant fabric. leave it in place until you need the area next season. This may well kill of the weeds entirely, it will certainly weaken the weeds making hand-weeding much more effective.