Machine Learning with big data

I have heard this is the revolution of big data and how with help of analytics this is going to be a game changer. But I dont see any libraries which provide machine learning algorithms on big data. Most of the recent applied research areas are on single machines (i guess). Does big data help in machine learning and are there any good libraries and successful applications of machine learning on big data? P.S: I am only worried that many big data applications are not easily accessible with libraries or platforms (eg deep learning or Big data Graphical models). I have heard of MLLib on spark btw but its not mature enough.