I found this place by chance on my way to my hostel in Bathwick Hill. It is an amazing view in the afternoon where the sun set really makes the city looks even prettier. Down the hill you will find farms and posh houses.
The city is naturally beautiful. When you go to Bath, do visit this site of the town. It's worth the effort.