The later the better in my experience although your end date is 17th August? If that's a start date for the holiday then i would go with that.

Try and get as close as you can to when they go back in September. I have family going on 23rd August this year for 2 weeks.

I on the other hand am going in October spanning the school holidays so taking the kids out of school for the days that do not overlap.