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Check out the documentation for more information.

Pegasus Bank Risk Models

Retrained on sklearn 1.7.2 from the translator111 questionnaire training script.

Models

  • risk_model.pkl — RandomForestClassifier (100 trees, max_depth=10)
    • Input: 8 features [age, experience, income_bucket, goals, time_horizon, risk_tolerance, risk_behavior, allocation%]
    • Output: int class {0: Conservative, 1: Moderate, 2: Growth, 3: Aggressive}
    • Train accuracy: 0.9760
    • n_features_in_: 8
  • allocation_model.pkl — GradientBoostingRegressor for portfolio allocation %
    • R² on train: 0.9533

Trained with seed=42 on 2000 synthetic samples (deterministic, reproducible). Reproduced from D:/translator111/translator/train_questionnaire_models.py.

Usage on server: place both .pkl files at /opt/ai_agent/data/models/.

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