comments, pep8
ENH add score function to ssvm solver
Add joblib to subgradient svm, fix verbosity of Parallel
EXAMPLE fix for new interface
score is 1 - loss
Rename learningrate to learning_rate, add online learning to subgradient structured svm
COSMIT init w with zeros. no hack needed any more.
Fix test for learning_rate rename
add test for online learning in subgradient ssvm
more / better tests for energy. now fails :-/
ENH possibly return energy in ad3
FIX for DirectionalGridCRF psi
example: some updates for grid_crf
DOC subgradient ssvm: docstring tell defaults
ENH subgradient svm: don't remember stuff we will never need again.
ENH don't add bias to unstructured problems in inner loop. it is way inefficient :-/
FIX D'OH online subgradient descent fix
ENH add parameter so subgradient descent to show the true loss
ENH refactor show_loss into cutting plane svm
ENH speed optimization for online learning