Upload extra parameters and metrics

music_popularity_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.11827857991965406
+}

music_popularity_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+acousticness,0.0401558,0.043409623,0.042416025,0.049171768,0.040120967,0.04212732
+danceability,0.052202534,0.037686747,0.06264789,0.04719596,0.049471397,0.030930642
+duration_ms,0.07753942,0.04728593,0.08692377,0.055135336,0.06331484,0.03811251
+energy,0.06495772,0.033734575,0.06652462,0.053438533,0.061439775,0.031145314
+explicit,0.07503042,0.0740018,0.09069913,0.093872085,0.10601865,0.048291355
+instrumentalness,0.074012786,0.08068112,0.07016355,0.08045336,0.072168976,0.067478
+key,0.0692574,0.032837827,0.057848275,0.05116183,0.06400133,0.029353457
+liveness,0.073546275,0.042664327,0.061737616,0.054835975,0.06636983,0.034143444
+loudness,0.07962477,0.054327294,0.068183005,0.05904723,0.07308154,0.040986665
+mode,0.055328485,0.04206282,0.072105914,0.049432136,0.05027323,0.022247473
+speechiness,0.0704942,0.039331477,0.07138727,0.04532135,0.06748973,0.04121504
+tempo,0.07476296,0.038581315,0.07973447,0.06034115,0.07123831,0.033623997
+valence,0.07423507,0.041210096,0.08357432,0.0519787,0.06868203,0.03233986
+year,0.09139866,0.30572674,0.07080634,0.20666716,0.09200065,0.3324245
+cpu_training_time,0.0010256707,0.003462173,0.00029344007,0.001562019,0.0026041544,0.008126913
+cpu_prediction_time,0.0031136365,0.007937581,0.00038245594,0.0019386616,0.011521905,0.028312746
+memory_usage,0.001635229,0.009293237,0.0014833824,0.0056334455,0.0042185136,0.015984932
+max_depth,0.0013353758,0.006978907,0.0022107656,0.0053700274,0.0009770673,0.012261251
+learning_rate,0.0062921387,0.018388376,0.0028234902,0.008153952,0.017981816,0.039663073
+n_estimators,0.010368678,0.015131013,0.0020600993,0.0036037043,0.015418456,0.036217514
+model_CatBoostRegressor,0.0011053287,0.0021316006,0.0025201377,0.0037407102,0.00031079416,0.0014198315
+model_DecisionTreeRegressor,0.000726155,0.017778508,0.00013925796,0.0043622134,0.00015607981,0.021150287
+model_LGBMRegressor,0.0006435597,0.0029415984,0.00041193134,0.0017412313,0.00027837523,0.006350872
+model_RandomForestRegressor,0.000911532,0.0017774757,0.0023183497,0.0039315894,0.00055921,0.0023940569
+model_XGBRegressor,0.0002961591,0.00063787994,0.00060450484,0.0019099145,0.00030238184,0.0036988854

music_popularity_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 10.586791999148511,
+            "MAPE": 333789637272.87634,
+            "R2": 0.37469534020952666,
+            "Pearson": 0.7497542481860564,
+            "Spearman": 0.6645833958170867
+        },
+        "validation": {
+            "RMSE": 13.262801935802035,
+            "MAPE": 254986479757.55106,
+            "R2": 0.03667739899081146,
+            "Pearson": 0.21024444073703072,
+            "Spearman": 0.1571876955000892
+        },
+        "test": {
+            "RMSE": 13.467806522818265,
+            "MAPE": 305320595296.9147,
+            "R2": 0.031638197342175656,
+            "Pearson": 0.17830914801960795,
+            "Spearman": 0.13702748396577982
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 5.87852554356906,
+            "MAPE": 963775019452.7384,
+            "R2": 0.6284047150572948,
+            "Pearson": 0.8066312849574994,
+            "Spearman": 0.7187687796012211
+        },
+        "validation": {
+            "RMSE": 7.9223037792720055,
+            "MAPE": 697689252897.4905,
+            "R2": 0.3525230654409073,
+            "Pearson": 0.5940305756543542,
+            "Spearman": 0.535070160225964
+        },
+        "test": {
+            "RMSE": 8.124887256729458,
+            "MAPE": 1195305246754.9038,
+            "R2": 0.3388075319546944,
+            "Pearson": 0.5825231363831227,
+            "Spearman": 0.5674470746304441
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 418.8413356797394,
+            "MAPE": 2843295821524.4956,
+            "R2": 0.042157917592763994,
+            "Pearson": 0.5438929830858519,
+            "Spearman": 0.16976895034985784
+        },
+        "validation": {
+            "RMSE": 444.5506310272731,
+            "MAPE": 1756728969859.1235,
+            "R2": 0.00031038451885490037,
+            "Pearson": 0.0728817215970553,
+            "Spearman": 0.018785733773693167
+        },
+        "test": {
+            "RMSE": 475.9261412675498,
+            "MAPE": 2393708765625.9727,
+            "R2": 0.0026712055483556485,
+            "Pearson": 0.054882494702716805,
+            "Spearman": 0.027522546978670955
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 196.3702490913952,
+            "MAPE": 18007423691838.957,
+            "R2": 0.7452055376056101,
+            "Pearson": 0.8797867063523847,
+            "Spearman": 0.6756746861723527
+        },
+        "validation": {
+            "RMSE": 350.04683396263795,
+            "MAPE": 10513641804457.56,
+            "R2": 0.2627802111740122,
+            "Pearson": 0.5131707103564818,
+            "Spearman": 0.5058545233753574
+        },
+        "test": {
+            "RMSE": 386.6892390950635,
+            "MAPE": 31575870477231.86,
+            "R2": 0.2229120004512588,
+            "Pearson": 0.4725900650883244,
+            "Spearman": 0.5185997599096045
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4086693199647774,
+            "MAPE": 19347683182.201,
+            "R2": 0.3239212473836156,
+            "Pearson": 0.7098473993776331,
+            "Spearman": 0.7044060905361875
+        },
+        "validation": {
+            "RMSE": 0.4858163446685707,
+            "MAPE": 12868265818.938543,
+            "R2": 0.0430393076382779,
+            "Pearson": 0.22236097140359595,
+            "Spearman": 0.20343819012433378
+        },
+        "test": {
+            "RMSE": 0.4863655521426786,
+            "MAPE": 12617500798.311918,
+            "R2": 0.046878763424657466,
+            "Pearson": 0.216769371710556,
+            "Spearman": 0.18052854222970055
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.19502083617609492,
+            "MAPE": 41907199820.000885,
+            "R2": 0.548301873951581,
+            "Pearson": 0.7514888241262097,
+            "Spearman": 0.7484036789262192
+        },
+        "validation": {
+            "RMSE": 0.2324900639493663,
+            "MAPE": 33022649898.992847,
+            "R2": 0.36384687412009276,
+            "Pearson": 0.6035888727421775,
+            "Spearman": 0.5446221768400846
+        },
+        "test": {
+            "RMSE": 0.22990646167621145,
+            "MAPE": 45128491992.8883,
+            "R2": 0.38537159838327484,
+            "Pearson": 0.6219447775431988,
+            "Spearman": 0.5871998458842809
+        }
+    }
+}