How to get the data from FB for ML?

I'm interesting in using Facebook data for machine learning. While it's relatively easy to get such datasets from Twitter, FB seems to be more closed about such usage. Could anyone offer any hints that actually work? Of course I'm interested in having access only to the data I'm authorized to view (my friends' and public posts), not gray actions like the one pulled off by University of Penn/Cambridge etc.