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Signal #142281NEUTRAL

Show HN: Find undervalued bikes near you with ML

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Hi HN-Sharing a project that initially started to help me scratch my itch for carbon bike parts (mountain bike wheels in my case).There's lots of different forums for finding used bikes, and even as an experienced cyclist it's hard to wade through all of them and compare bikes with custom parts to evaluate a good deal.bike.broker helps by letting you get a price prediction for a used bike, which takes into consideration the upgrades/custom parts. This is in comparison to https://www.bicyclebluebook.com/ which is purely model/brand/age based (and has a reselling business which potentially biases their numbers).I built this by: - collecting historical sold ads from across the web - training+validating a multimodal deep learning model on this dataset (BERT + tabular features). ~18% MAPE on a >80K ad sample test set across all bike types. - exposing as a chat interface for maximum flexibility (yes, a dashboard would could be more effective for this but I wanted to minimize data exposure)Li...

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Show HN: Find undervalued bikes near you with ML | Steek AI Signal | Steek