This is a machine learning project for credit decisioning for banks or other financial institutions and in this project, we will use machine learning models for classification.
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Updated
Feb 8, 2026 - Jupyter Notebook
This is a machine learning project for credit decisioning for banks or other financial institutions and in this project, we will use machine learning models for classification.
Commercial portfolio monitoring and early-risk repo for staging, migration, early-warning, concentration, and impairment-style reporting outputs across bank and non-bank lending environments.
Commercial EAD and CCF repo for funded and unfunded exposure estimation using utilisation and conversion-factor assumptions for loss, pricing, and portfolio decisioning workflows.
Mpesa data useful for credit risk modelling
Commercial RWA and capital analytics repo translating upstream risk outputs into explainable capital summaries and portfolio reporting, with relevance to both institutional and lending-risk teams.
Commercial credit stress testing repo for scenario overlays across PD, LGD, EAD, and expected loss at facility and portfolio level for risk review and lending strategy.
Commercial LGD and recovery repo for downturn severity, recovery waterfalls, and collateral-adjusted loss analytics used in expected loss, pricing, and risk review.
Commercial expected loss and decision-support engine combining PD, LGD, and EAD into facility-level and portfolio-level outputs for portfolio risk and lending use cases.
Commercial credit scorecard (PD) repo for borrower risk grades, score bands, and decision outputs used in both bank-aligned risk assessment and practical origination workflows.
Commercial industry analysis and macro overlay repo for sector risk scoring, benchmark references, downturn overlays, and concentration support tables used in portfolio risk review and lending strategy.
Commercial pricing and return-hurdle repo for minimum margin views, pricing recommendations, and risk-return summaries across bank-style and non-bank lending contexts.
Commercial borrower financial statement analysis repo for standardised financials, ratio diagnostics, and working-capital metrics used in both structured credit assessment and practical lending decisioning.
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