SQL Server service not starting: initerrlog: Could not open error log file ''. Operating system error = 3(The system cannot find the path specified.).

Issue was that the account under which service attempted to run was Network Service, which didn't have enough privileges.
While I set it to Local System and got it working, for security reasons, you should set it to a domain account instead. More info here.