I'll show you how you can add them back, cwilliams1.
Open the app that was previously added to your taskbar in the old computer. Right-click on the app's icon and select Pin to taskbar.
You can also check this article from Microsoft for additional info: Pin Apps And Folders To The Desktop Or Taskbar.
I'd be glad to get back to this thread and help again if you have other questions.