AI Ethics — Transparency

Why it matters

Transparency shapes trust. Understanding shapes practice.

The architecture

System-level: model cards + docs.

Instance-level: explanations.

Data-level: datasheets.

How it works end to end

Model cards (Mitchell et al. 2019).

Datasheets (Gebru et al. 2018).

LIME + SHAP explanations.

Open source when possible.