Conformal Prediction - A Practical Guide with MAPIE
Conformal Prediction para clasificación multi-clase con incertidumbre condicional por clase en astronomía (AD-MCP sobre MAPIE). Gap: no existe librería mantenida de CP para clasificación con cobertura condicional por clase en astro. AGPL-3.0-or-later.
AeroRisk : prédiction de la gravité des accidents aériens (NTSB 2008-2026 + météo NOAA). XGBoost avec incertitude par prédiction conforme (MAPIE), rapports de sécurité générés par Gemini, API Flask + MongoDB et interface React/TypeScript.
NIH Prize-Winning AI Solution - PREPARE DrivenData Challenge
Statistically calibrated conformal risk engine for Nigerian MSMEs. Features distribution-free 95% uncertainty intervals, NDPA 2023 Section 37 supervisory sign-off, and dual-language financial explainability.
CRPTO — Conformal Robust Predict-Then-Optimize. Methodological pair (conformal prediction + robust portfolio optimization) applied to credit risk on Lending Club 2007-2020. Master's thesis paper, Quarto book and reproducible pipeline. Academic single-author, static dataset, not for production.
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