> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.umnai.com/concepts/explanation-concepts/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.umnai.com/_mcp/server.

# Explanation concepts

## Docs

- [Explanations](https://docs.umnai.com/concepts/explanation-concepts/overview.md): Understand the main types of explanations produced by Umnai models.
- [Global explanations](https://docs.umnai.com/concepts/explanation-concepts/global-explanations/overview.md): Understand model behaviour across a dataset or segment.
- [Dataset](https://docs.umnai.com/concepts/explanation-concepts/global-explanations/dataset.md): Understand the dataset concepts used in global explanations.
- [Module and feature importance](https://docs.umnai.com/concepts/explanation-concepts/global-explanations/module-and-feature-importance.md): Understand which modules, features, and interactions matter most across a dataset.
- [Module dependency plot](https://docs.umnai.com/concepts/explanation-concepts/global-explanations/module-dependency-plot.md): Understand how a module's attribution changes across its input space.
- [Strengths and weaknesses](https://docs.umnai.com/concepts/explanation-concepts/global-explanations/strengths-and-weaknesses.md): Understand model confidence through strength and uncertainty.
- [Local explanations](https://docs.umnai.com/concepts/explanation-concepts/local-explanations/overview.md): Understand why a model produced a specific prediction.
- [Predictions and attributions](https://docs.umnai.com/concepts/explanation-concepts/local-explanations/predictions-and-attributions.md): Understand how predictions are built from module and feature contributions.
- [Decision action table](https://docs.umnai.com/concepts/explanation-concepts/local-explanations/decision-action-table.md): Understand rules, activations, and attributions in a single local explanation table.
- [Strengths and weaknesses](https://docs.umnai.com/concepts/explanation-concepts/local-explanations/strengths-and-weaknesses.md): Understand confidence-related signals for an individual prediction.
- [Context explanations](https://docs.umnai.com/concepts/explanation-concepts/context-explanations.md): Understand how comparisons and scenarios enrich local explanations.