# Interpretable Ml

> Interpretable machine learning, model explainability, and XAI

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

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## What I do
- Build interpretable models
- Explain black-box models
- Apply SHAP and LIME
- Visualize model decisions

## When to use me
When building explainable AI or interpreting ML models.

## Key Concepts
- SHAP values
- LIME
- Feature importance
- Partial dependence
- Counterfactuals
- Interpretable models
- Model-agnostic methods