Show HN: Parity,check if a smaller model matches your fine-tuned one right?
Category: ai-ml
Tags: model-evaluation, non-inferiority-test, bootstrap, cli, ml
Score: 6.5/10 (Innovation: 6, Technical: 5, Documentation: 8, Utility: 7)
Parity is a Python CLI tool that compares a smaller or cheaper model's predictions against a fine-tuned baseline using a paired bootstrap non-inferiority test. It outputs a pass/fail/inconclusive verdict with confidence intervals, making it easy to gate model replacements in CI. The project is notable for its rigorous statistical approach and a detailed real-world bake-off with public datasets.
Target audience: machine learning engineers, data scientists, ML platform teams
Repository: https://github.com/illate/parity · Python · Apache-2.0
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