# Model Interpretability

> Implement model interpretability techniques for understanding decisions

- Skill: `lgrappag/model-interpretability` (Agent Skill)
- Install (CLI): `npx skillmds@latest add lgrappag/model-interpretability`
- Raw SKILL.md: https://api.skillmd.com/api/skills/lgrappag/model-interpretability/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: LgrappaG (https://skillmd.com/u/lgrappag)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/lgrappag/model-interpretability

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# Model Interpretability

Implement model interpretability techniques for understanding decisions

## Risk Level
**MEDIUM**

## Core Rules
- Ensure accurate explanations
- validate interpretability
- test clarity

## Response Pattern

### When Using This Skill
1. Configure explanation systems
2. generate interpretations
3. validate clarity
4. Ensure performance meets requirements

## Usage Contexts
- Model debugging
- decision transparency

## What NOT to Do
- Poor interpretability
- misleading explanations
- oversimplification

## Key Requirements
- Understand the use cases before application
- Follow the documented response pattern
- Validate results in the target environment
- Monitor for performance impact

## Further Learning
Review related skills and documentation for deeper understanding of related systems and best practices.