EFB = Electronic Flight Bag. Essentially a computer of some sort that provides electronic replacement (in whole or part) of traditional "flight bag" stuff, such as manuals, charts, etc.

Some newer aircraft have "integrated" EFBs such as those that have the Collins Pro Line system and can display Jepp Charts right on the MFD.