They gathered near Lenox Ave and 143rd Street to hold a prayer vigil and head off any additional violence.
The event was organized in large part by the non-profit 'Street Corner Resources.'
Mayor de Blasio took part in the demonstration.
Earlier on Saturday, there was a demonstration in Brooklyn in support of police efforts.
Nearly 400 people took part in the 'Back the Blue' march along Bay Ridge Parkway.