Another favorite of noth mine and a couple of my friends is @Japengo Cafe - Madinat Junmeirah which has multiple branches around Dubai, but we love the Madinat Jumeirah one, their philadelphia sushi rolls are my favorite, they are delicious!
Dubai Pearl Museum at the Emirates NBD in Deira next to Dubai Creek @Creek Side Corniche - Bur dubai it offers a tour of the heritage and culture of Dubai