You can easily start Applications that are pinned to the task bar by pressing the Win key + The position of that program in the task bar.
E.g., If Windows Explorer is the first item to be pinned to the task bar, then Win + 1 will open Windows Explorer. If the second Lying Program is MsWord, Then Win + 2 will Open MsWord Program.