I read all the answers herein and then, as mentioned in Mihail Shishkov answer, jumped to Project Properties > Web > Servers > Create Virtual Directory. This had the effect of getting me by the exception:
Unable to launch the IIS Express Web server. The start URL specified is not valid. http://localhost:44300/