I found out the answer.
- First I pinned Visual Studio to Task bar.
- Second, dragged the solution file and dropped on the exe on the Task bar (Pinned to Visual Studio)
After the second step, I was able to see the programs to the right side (tasks) of the Visual Studio short cut in the start menu.