The Houston Police Department said the suspect walked up and shot multiple times through the door of an apartment at the Legends of Memorial on Silber Road.
A woman was hit at least once and taken to the hospital, police added. It's unclear if the shooting was targeted.
Officials said a man was also inside the apartment but was not injured.
Police did not immediately provide a suspect description, but an investigation into the shooting is underway.