Best python machine learning library?

Any thoughts on best machine learning libraries for python (both in terms of capability as well as syntax/semantics)? This may be too general, so what about best libraries for specific domains within ML? I am looking around right now and there are so many -- PyBrain, pyML, Orange, MDB, ... Please share any opinions, thanks!