Programmed a multiple deformable parts classifier. It uncovered a bug in latent logistic regression: l-bfgs and other optimization methods from scipy.optimize do not work so well with subgradients. Also, the performance hit of evaluating the full cost function and its subgradient at each iteration is starting to be unacceptable. So I started implementing the stochastic subgradient method which should hopefully solve both issues.