Thanks for visiting Apple Support Communities.
You can transfer iTunes purchases from your iPod to a new computer. See this article for the steps:
iTunes Store: Transferring purchases from your iOS device or iPod to a computer
You can also download past purchases directly to your iPhone, or computer using iTunes:
Downloading past purchases from the App Store, iBookstore, and iTunes Store
All the best,