AIEnhancedStrategy
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@ -50,12 +50,21 @@
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"include_volume_data": true,
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"include_bidirectional_training_data": true
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},
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"data_split_parameters": {
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"test_size": 0.2,
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"shuffle": true,
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"random_state": 42
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},
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"model_training_parameters": {
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"model_type": "LightGBMRegressor",
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"n_estimators": 100,
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"learning_rate": 0.1,
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"max_depth": 10,
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"early_stopping_rounds": 10
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"n_estimators": 200,
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"learning_rate": 0.05,
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"max_depth": 5,
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"subsample": 0.8,
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"colsample_bytree": 0.8,
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"objective": "reg:squarederror",
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"eval_metric": "rmse",
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"early_stopping_rounds": 50,
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"verbose": 0
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}
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},
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"dry_run": true,
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