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@reidswanson as far as distribution of losses/failures is concerned, have you tried using algo=rand.suggest in fmin call instead of algo=tpe.suggest? If not, give it try and do let us know....

@reidswanson Looking forward to it. By the way, did you manage to use hyperopt with newer versions of mongo (e.g. 3.4) or the old one? If with newer, I'd like...

@reidswanson very interesting. Could be just my area or work, but I've found that random works much better - i.e. better coverage of the search space. Tpe seems to sweep...