There are two ways for you:
1. Use a PC software, like Gihosoft TubeGet, a free yet practical YouTube downloader. You use it to download YouTube videos to your computer, then transfer the videos to your memory card.
2. If you are using a mobile device, like Android or iPhone, you can use the app such as TubeMate to download the videos directly to your smartphone.