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Explainable Tabular Classification

GEN AI Loan Approval Classifier

Explainable tabular classification: XGBoost + LlamaIndex + TabNet audit trails.

Inspect // Loan classifier

Score vs audit trail

Signal

0.82 approve band

What the reviewer sees

Tabular model output with calibrated threshold — fast batch decisions.

Stack

  • XGBoost
  • RAG
  • Streamlit
  • Python
  • LlamaIndex