It looks like there is only the online version at this moment which would mean you would have to print the PDF version to have a hard copy. store.lds.org only displays this message,
New Youth Curriculum
The new youth curriculum for 2013, Come, Follow Me, is available in the following languages: Chinese, Danish, Dutch, English, Fijian, Finnish, French, German, Hungarian, Indonesian, Italian, Japanese, Korean, Mongolian, Norwegian, Portuguese, Russian, Samoan, Spanish, Swedish, Thai, Tongan, and Ukrainian.
If you are ordering materials in one of these languages, you do not need to order Aaronic Priesthood and Young Women manuals. Come, Follow Me, can be found at lds.org/youth/learn.
If you are ordering materials in a language other than those listed above, order the manuals listed below as needed.
which makes me think that the online version is the only available edition currently. Maybe that will change soon.