P34 – tabular profit prediction without the optimism bias

Show HN: P34 – tabular profit prediction without the optimism bias

P34 – tabular profit prediction without the optimism bias operates in show hn launch.

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Hi all. This is the result of a 7-year effort to understand why ML models trained to replace manual/Excel decision processes tend to lose money in production. The core problem is that when you train on a business's historical decisions, the data is biased by which deals were actually taken - so a model fit to it comes out over-optimistic and builds portfolios that look profitable but realize negative yield. We've seen it across Amazon wholesale, retail lending, and other markets inefficient enough that the opportunities look obvious to analysts. P34 is our take on a fix: a pre-trained portfolio-selection model that adjusts how optimistic or cautious to be based on what it observes, instead o

P34 – tabular profit prediction without the optimism bias is positioned in show hn launch, a segment that rewards a clear, focused offering.

Its current recorded stage is Show HN launch.

Website: hyperc.com/preview/index.html