No they are not weeds, but they may seem like they are sometimes.
The most common type of morning glory is the vine, which will grow very quickly and may eventually cover a fence or trellis. It is considered to be an annual plant, and if you let it go to seed, the seeds will germinate and take over your garden. The good news is that morning glories are easy to keep under control.