data/artifacts/models/risk_model/training_config.json

{
  "model_name": "risk_model",
  "model_version": "risk_model_v2_baseline_001",
  "dataset_version": "2.0.0",
  "seed": 42,
  "split_counts": {
    "train": 1133,
    "validation": 243,
    "test": 244
  },
  "hyperparameters": {
    "n_estimators": 100,
    "class_weight": "balanced",
    "random_state": 42,
    "algorithm": "RandomForestClassifier"
  },
  "feature_columns": [
    "avg_mastery_score",
    "weak_lo_count",
    "developing_lo_count",
    "mastered_lo_count",
    "avg_confidence",
    "avg_accuracy",
    "avg_marks_ratio",
    "avg_time_seconds",
    "hint_usage_rate",
    "total_attempts",
    "attendance_percentage",
    "assignment_completion_rate",
    "average_login_per_week",
    "inactive_days_last_14",
    "avg_active_minutes",
    "total_logins",
    "avg_video_watch_ratio",
    "total_content_completed",
    "total_quiz_attempts"
  ],
  "target_column": "risk_label",
  "label_map": {
    "0": "not_at_risk",
    "1": "at_risk"
  },
  "algorithm": "RandomForestClassifier"
}