ce-factual-explain
CommunityGuarded vs standard factual CE explanations.
Data & Analytics#calibration#uncertainty#multiclass#factual-explanations#guarded-semantics#explanation-api
AuthorMoffran
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Generate factual Calibrated Explanations (CE) for model predictions.
Core Features & Use Cases
- Generate factual calibrated explanations (CE explanations) for individuals or multiclass outputs.
- Choose between standard explain_factual pipelines and guarded explain_guarded_factual pipelines to handle unknown input distributions and production endpoints.
- Reference ADR-032 guarded semantics for safety.
Quick Start
Call explain_factual on a query to generate a factual CE explanation with calibrated uncertainty.
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-factual-explain Download link: https://github.com/Moffran/calibrated_explanations/archive/main.zip#ce-factual-explain Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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