Jerry Hood, 48, went home for lunch last month in the 2200-block of 8th Avenue and was shot.
His family is now pleading for anyone with information to come forward.
Saturday's march started at 10 a.m. at Hood's home.
Gary's police chief was expected to join relatives and community members for the event.