Why does NuGet fail to load in Visual Studio 2012 after updating to VS Update 3?

After updating to Visual Studio 2012 Update 3 (I was previously running Update 2), NuGet fails to load. By that I mean the Package Manager no longer shows up after I have loaded a solution that uses