ce-pipeline-builder
CommunityCE-first pipelines with calibrated explanations.
Software Engineering#calibration#explanation#policy#calibrated-explanations#wrap-calibrated-explainer#pipeline-builder#guarded-explanation
AuthorMoffran
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Build CE-first end-to-end pipelines by wrapping models with WrapCalibratedExplainer and sequencing fit, calibrate, and explain or predict steps.
Core Features & Use Cases
- Enforces the mandatory CE-first checklist (library presence, wrapper usage, fitting, calibration, and guarded explanation paths) to ensure safe and calibrated outputs.
- Provides a minimal working skeleton for binary, multiclass, and regression pipelines, plus validated utilities from ce_agent_utils for end-to-end automation.
- Includes a reference policy in references/ce-first-policy.md to guide correct behavior in agent workflows.
Quick Start
Wrap your model with WrapCalibratedExplainer, fit on proper data, calibrate with separate data, then explain factual instances.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: ce-pipeline-builder Download link: https://github.com/Moffran/calibrated_explanations/archive/main.zip#ce-pipeline-builder Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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