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Data · AI / ML · Full-stack

LedIq

Mainframe banking replica on IBM z/OS with real-time ML risk scoring.

LedIq is a functional replica of a top-5 banking system built on an IBM z/OS mainframe using zCX. It implements core mainframe components with COBOL, JCL, SQL, and REXX, and integrates a Node.js frontend with a FastAPI backend for real-time credit risk evaluation.

COBOLIBM z/OSJCLREXXNode.jsFastAPIXGBoostONNXSHAPDb2

Key features

  • Built on IBM z/OS mainframe using zCX with COBOL, JCL, SQL, and REXX
  • Node.js frontend with FastAPI backend for real-time operations
  • ONNX-hosted XGBoost model for real-time credit risk scoring
  • SHAP explainability for model interpretability
  • IBM Db2 stores predictions and feature-level explanations for auditability

Context

Developed with the Western Cyber Society at Western University, demonstrating the integration of legacy mainframe technologies with modern web development and AI/ML.