Systems and methods for generating attributes-based recommendations

System, methods, and other embodiments described herein relate to generating a recommendation for a destination or a route based on desired attributes. In one embodiment, a method of generating a recommendation responsive to one or more requested attributes, includes generating a location tensor associated with a geographical location, the location tensor being a multidimensional datastructure that indicates one or more attributes of the geographical location, extracting, from the location tensor, an embedding that indicates information contained in the location tensor, storing the embedding in a database in association with the geographical location, analyzing a plurality of embeddings in the database to identify at least one geographic area having attributes that correspond with the one or more requested attributes, and generating a recommendation that includes the at least one geographic area.