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Impressed by depth of model building; many fixes improve initial model

also in general i've been really impressed with the amount of DEPTH there is to building models in industry, and working on larger projects over longer timespans honestly the first model we trained was not very smart. a few clever ideas and so many little fixes/improvements

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