How can I turn off silence mode on Apple 11 ?

Im not sure if you mean the option to change from vibrating to sound and viceversa but I hope this helps: you need to move the button on the left side of your iPhone (the one that is above of volume buttons).

To turn off Silence Unknown Callers, go to Settings > Phone, scroll down, then select Silence Unknown Callers [Disable].