In this paper, we propose a scheme to provide intelligent download suggestions for mobile learning contents using artificial intelligence . To deliver learning content via mobile devices , including PDA’s, cell phones, pocket PCs, or other handheld devices , the file size must be considered. The success of downloading a large file depends on the Internet traffic at the moment.

According to the induced decision tree, we can predict whether the downloading would be successful. If not, the server would suggest the user not to download the large file at the moment or to download an alternative file.