Upload extra parameters and metrics

california_housing_lr/extra_params.json

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+{
+    "Lpls_beta": 3.0185843029517514
+}

california_housing_lr/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+MedInc,0.003698322717241229,0.03226656106643649,0.015714141680096567,0.04022126654369941,-0.0018175342550566013,0.025533608652217897
+HouseAge,-0.0010926238585699107,-0.0005638997527612195,-0.0010953441490092204,-0.00031915536710914257,-0.0010442073282612891,-0.0006251358185304361
+AveRooms,-0.021343484123701344,-0.03183595207429013,-0.018807355124417665,-0.05152297765477105,-0.020946886301452996,-0.02046225588695815
+AveBedrms,0.07310010496431568,0.18599257182556542,0.05906169748538913,0.28670674897775916,0.07241795549529191,0.127484054654137
+Population,-1.661171540807067e-05,-4.1068093455980626e-05,-9.647399970684527e-06,-5.738448492830086e-05,-1.8491909504291534e-05,-3.095262836937613e-05
+AveOccup,0.0029248518654851757,-0.016648843289912642,0.0034262043603237634,-0.019018226793516658,0.0018254090914777363,-0.013305692618918782
+Latitude,0.09020952718009287,-0.0623377792709049,0.11830214244903417,-0.09620082010766288,0.07585694283731473,-0.04428983888643819
+Longitude,0.0939587341952763,-0.0675366447481665,0.1252989802353868,-0.10377366527319798,0.07846255050096669,-0.04862478710763202
+cpu_training_time,-1.3504485194089562e-14,1.9995560544790408e-13,-2.0258201350881596e-13,-6.328604941317649e-14,1.3286926883320102e-13,3.272657240812259e-13
+cpu_prediction_time,5.201402489074057e-12,1.3356993809814439e-11,9.840143354627691e-12,3.426474114906664e-11,9.998692210274972e-13,8.627684918720372e-14
+memory_usage,1.9287336732426278e-11,-4.248624410844852e-10,2.404453232857399e-10,-3.1928786593357495e-10,-1.202435543424894e-10,-4.767149545449274e-10
+max_depth,-0.0002345781154731851,-0.007889180737603179,0.002987518918800147,-0.00964485850642505,-0.00165854860099685,-0.006754992173856063
+learning_rate,0.026325409607355337,-0.9852646099715596,0.5619118639008875,-1.2273930906244845,-0.24408680951292286,-0.8344294965398743
+n_estimators,1.7372580273206235e-06,-9.131110412407832e-05,5.0390068508678565e-05,-0.00011334607645969931,-2.2927752801658578e-05,-7.691141995608003e-05
+model_CatBoostRegressor,-0.009327939156054453,0.39035701163579944,-0.2366454772196826,0.4694159567592529,0.10762302682621393,0.3380998261938604
+model_DecisionTreeRegressor,0.013613794301886238,-0.5696682084023745,0.36015762301878934,-0.6768414073444545,-0.16524468145165008,-0.4964718401790835
+model_LGBMRegressor,-0.010329184861828766,0.37650438397429065,-0.22624541464931683,0.4511715913431223,0.10108566191919767,0.3265022377935965
+model_RandomForestRegressor,0.01619813795207185,-0.5729377284535009,0.33009830047558886,-0.7008112968757807,-0.1448875344419138,-0.4906322585676245
+model_XGBRegressor,-0.010154808236074854,0.37574454124578394,-0.22736503162537813,0.45706515611785814,0.10142352714815195,0.3225020347592505

california_housing_lr/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.529145774145127,
+            "MAPE": 9419042352.791931,
+            "R2": 0.021307903569249276,
+            "Pearson": 0.14597226986400508,
+            "Spearman": 0.14179104073958104
+        },
+        "test": {
+            "RMSE": 0.492023063138029,
+            "MAPE": 10671828723.529593,
+            "R2": 0.019603331618526676,
+            "Pearson": 0.1462540397967795,
+            "Spearman": 0.14708052436053892
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.37620821867243637,
+            "MAPE": 76184658029.44043,
+            "R2": 0.07925070444109383,
+            "Pearson": 0.2815150163687431,
+            "Spearman": 0.30386325062068503
+        },
+        "test": {
+            "RMSE": 0.3435869475377611,
+            "MAPE": 118199185101.86494,
+            "R2": 0.08697806480724801,
+            "Pearson": 0.2978936113345672,
+            "Spearman": 0.31248699894096726
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.7831597814935267,
+            "MAPE": 15319708986.129948,
+            "R2": 0.01561520365399549,
+            "Pearson": 0.12496080847207805,
+            "Spearman": 0.09934157054325876
+        },
+        "test": {
+            "RMSE": 0.6548687529143818,
+            "MAPE": 22981047104.549274,
+            "R2": 0.007319672279852085,
+            "Pearson": 0.10561788411431633,
+            "Spearman": 0.11791460352245355
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.7220803187798325,
+            "MAPE": 89122276797.42537,
+            "R2": 0.04258825867348481,
+            "Pearson": 0.20636922898892832,
+            "Spearman": 0.2911536404726986
+        },
+        "test": {
+            "RMSE": 0.5945962510647967,
+            "MAPE": 153040327868.49838,
+            "R2": 0.04796046140951771,
+            "Pearson": 0.22656097378592638,
+            "Spearman": 0.29706467969556916
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4862703040389554,
+            "MAPE": 7229782868.604059,
+            "R2": 0.022135115407364347,
+            "Pearson": 0.14877874649076975,
+            "Spearman": 0.14487872697859586
+        },
+        "test": {
+            "RMSE": 0.47142716697965126,
+            "MAPE": 8431316778.986528,
+            "R2": 0.02305172748184403,
+            "Pearson": 0.15653429104715977,
+            "Spearman": 0.15149972212838506
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2722388419230478,
+            "MAPE": 73433774860.45534,
+            "R2": 0.09052472719423177,
+            "Pearson": 0.3008732743103532,
+            "Spearman": 0.3071548050952512
+        },
+        "test": {
+            "RMSE": 0.26518446550323616,
+            "MAPE": 111938071569.32588,
+            "R2": 0.09564218745768227,
+            "Pearson": 0.31036480822995915,
+            "Spearman": 0.31706261408739084
+        }
+    }
+}