The following videos on YouTube provide an excellent introduction to Linux and various applications. The content mirrors the Linux Foundation Certified System Administrator exam requirements.
https://www.youtube.com/watch?v=6xuLKf33yHo&index=1&list=PL2Qq6_3SVp4OxYDi4vuMGnA1vEdit1iye