Came across this is my Flipboard news feed. Perhaps not the best but a good start for machine learning vocabulary.
http://flip.it/GDDH6k
http://www.spechdetails.org/z-comprehensive-terminology-guide-data-science-beginners/
EDIT: removing flippboard redirect.