Police say just before 10 Friday night they saw someone firing shots from his car.
Officers tried to stop him, but the car fled and crashed into a pole near Ashland and Grand.
Two women and a 9-month-old boy were also in the car.
The baby was taken to a hospital for observation. The women were in serious condition.