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Confidence Calibration Python Packages

Python packages with the GitHub topic confidence-calibration. Sorted by monthly downloads, with stars and forks.
EFS-OpenSource
thetiscore

Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.

375 6 1
bhaskargurram-ai
verifydoc

Trust layer for document→JSON extraction & AI agents: calibrated per-field confidence + source grounding + accept/review abstention on any OCR/VLM. Ships VerifyDocBench, a novel grounding-conditioned conformal method, and an MCP server.

279 1 1
kent-tokyo
masstrust

Calibrated trust and abstention for MS/MS molecular annotations

177 1 0
EFS-OpenSource
thetis

Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.

145 6 1
sleep3r
garrus

Python framework for high quality confidence estimation of deep neural networks, providing methods such as confidence calibration and ordinal ranking

129 3 0
    • Original data from PyPI, GitHub, and OSV; downloads served through ClickHouse
    • Sources & methodology