Morning Glory is the common name for over 1,000 species in the family Convolvulaceae. In frost free climates many species are grown as perennials, but here in snowy New Hampshire, they are annuals. They start blooming in Spring. Plant them in the full sun where they have something to climb. They will tolerate poor, dry soil.
Check out this fascinating video showing a Morning Glory vine looking for something to climb.