initial commit FESurrogateModelTutorial

FESurrogateModelTutorial/reports/figures/.gitkeep

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FESurrogateModelTutorial/reports/predictions/.gitkeep

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FESurrogateModelTutorial/reports/results/.gitkeep

@@ -0,0 +1 @@
+

FESurrogateModelTutorial/reports/results/gpr_metrics.json

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+{
+  "model_name": "gpr",
+  "target_column": "tip_uy_m",
+  "rmse": 0.0102275703149458,
+  "mae": 0.004887524852501009,
+  "r2": 0.8984149766904297,
+  "fit_time_s": 0.15534250007476658,
+  "predict_time_s": 0.0016494999872520566
+}

FESurrogateModelTutorial/reports/results/gradient_boosting_metrics.json

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+{
+  "model_name": "gradient_boosting",
+  "target_column": "tip_uy_m",
+  "rmse": 0.017503204254034725,
+  "mae": 0.0056308989929006875,
+  "r2": 0.7024774700809826,
+  "fit_time_s": 0.4196564999874681,
+  "predict_time_s": 0.0021611000411212444
+}

FESurrogateModelTutorial/reports/results/mlp_metrics.json

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+{
+  "model_name": "mlp",
+  "target_column": "tip_uy_m",
+  "rmse": 0.02540606802811113,
+  "mae": 0.011091159933185777,
+  "r2": 0.3731557450209999,
+  "fit_time_s": 0.114232899970375,
+  "predict_time_s": 0.0020921999821439385
+}

FESurrogateModelTutorial/reports/results/model_comparison.csv

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FESurrogateModelTutorial/reports/results/random_forest_metrics.json

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+{
+  "model_name": "random_forest",
+  "target_column": "tip_uy_m",
+  "rmse": 0.021182094831369028,
+  "mae": 0.008076487480895672,
+  "r2": 0.5642648925820651,
+  "fit_time_s": 0.6153512999881059,
+  "predict_time_s": 0.08771130000241101
+}

FESurrogateModelTutorial/reports/results/rsm_metrics.json

@@ -0,0 +1,9 @@
+{
+  "model_name": "rsm",
+  "target_column": "tip_uy_m",
+  "rmse": 0.01692421409745107,
+  "mae": 0.00986868711451997,
+  "r2": 0.7218354651088679,
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+}