The very first time I tried to download Magento, I was a little bit confused because I didn’t know if I should download the downloader or the full release.

The downloader contains fewer files; it automatically download the rest of the files during installation. The full release as the name implies contains all the files needed for installation. Note that sample data is not included in full release. For my installation I downloaded the full release version.