Also the sentence in the first paragraph is now a little more confusing. It says:

    This guide will outline the functionality supported in MLlib and also provides
    an example of invoking MLlib.

Maybe say:

    Each setting has documentation outlining its functionality and providing examples.

Also, maybe that sentence belongs down here rather than at the end of the intro paragraph.