Basel III#
International banking rules on capital and risk management.
Important
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What it is#
Basel III is the international banking regulation framework from the Basel Committee, written after the 2007–09 financial crisis to make banks more resilient. It tightens the capital, liquidity, and leverage a bank must hold against its risks.
Its core requirements#
It raises both the quantity and quality of capital (more common equity), adds liquidity rules (holding enough liquid assets to survive stress), a leverage cap, and buffers that build up in good times to absorb losses in bad ones — all aimed at reducing systemic risk.
Why it matters for ML#
Banks estimate credit risk — probability of default, loss given default — with models whose outputs feed capital calculations and stress tests. That puts those models under strict model-risk management and validation, making Basel III a major reason financial ML must be auditable and robust.
Theme: Explainability & Governance · All terminology
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Mind map — connected ideas
High-Stakes Domains · Fair Lending laws · Risk-Based Decisions · Model Stability · Fairness Guardrails · LIME (Local Interpretable Model-agnostic Explanations)
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More in Explainability & Governance
Counterfactual Explanations · Fair Lending laws · High-Stakes Domains · LIME (Local Interpretable Model-agnostic Explanations) · Post-hoc Explainability · SHAP (SHapley Additive exPlanations)
See also
Source article Adapted (context, re-expressed) in our own words from: Basel III (insightful-data-lab.com).