Added begin_at_stage parameter to _partition_estimators to allow partitioning only a given number of estimators in the ensemble (useful for warm start and multi threading).
Added warm_start to the BaseForest fit method.
Test on warm start for random forest.
Pep8 fixes.
Edited docstring and changed argument name.