Start by looking for a hotel on aggregator such as Sonesta Northwest Atlanta Galleria or Agoda. Compare the prices that suits your budget, and is close to good restaurants and other eccentricities. Both the sites will show you good rates along with discounts. Couples that are uncertain of their dates must look for those hotels that provide a refund if booked in advance.