active minibatch bfgs for neural net -- some possibly unwanted changes to bfgs
less output from bfgs, removed incrementing regularizer in active_bfgs_nn
updated subsampling to sample only depending gradient (samples less as algorithm proceeds), fixed regularization
added streaming pooling version of subsampling for neural net