To change phone number into optional follow the below configuration setup
Go to Admin Login -> Stores -> (Settings) Configuration -> Customers(Tab) -> Customer Configuration -> Name and Address Options.
In their change Show Telephone is Required into Optional.
Now the checkout page is not asking the Phone number is required.