Use Video DownloadHelper extention for Firefox to download videos as .flv or .mp4. (however its conversion functionality is buggy)
Rip video to mp3:
sudo apt-get install ubuntu-restricted-extras
sudo apt-get install ffmpeg
sudo apt-get install winff
Now find winff in Applications -> Sound and Video and use the GUI to rip the videos you have downloaded.