Upload extra parameters and metrics

music_popularity_lr/extra_params.json

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+{
+    "Lpls_beta": 0.11826729996890345
+}

music_popularity_lr/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+acousticness,0.8409129724002834,1.9872546369321031,33.36022249700835,106.61449510395325,0.01831629205561375,0.0266164941105481
+danceability,-1.949208364074068,-0.35116656996384377,-65.84973125219474,-8.049542464247,-0.06294812330547764,-0.013203534959047672
+duration_ms,6.643762673872862e-07,-2.207354381849978e-06,5.677383118255113e-05,-9.095693595289588e-05,-8.656102997813722e-09,-5.340935948043016e-08
+energy,3.2592303002818093,-2.5665884129091867,91.30674803278767,-108.94401644446718,0.11531307503581815,-0.05524734654257492
+explicit,-0.6426806782554274,-1.220909787645618,35.866458173522545,-33.43548432563929,-0.06375942728436915,-0.039805418559542255
+instrumentalness,-0.26313230803149246,-2.37257788679998,-23.18990033861671,-45.83488051596609,0.0017102070917403458,-0.10133193735247277
+key,0.028159783112035014,-0.022275036911649223,1.0439896452326765,-0.7616304187801377,0.0008522311641688586,-0.0006307430830964136
+liveness,-0.570259401633676,-1.2727684920769764,-29.765852506122027,-38.007648511628936,-0.009684038521020611,-0.04469703296786704
+loudness,-0.12280326427161423,0.13126482357514552,-1.7873101268489113,6.910705297352102,-0.005810019748622985,0.0017719521083426571
+mode,0.22018358169273267,0.05561308137383795,11.072956895367756,-2.65069896706334,0.0044649424256969945,0.0051999654833009045
+speechiness,1.3621917630151619,-0.16105512375615083,50.18504641492199,104.7896094918927,0.029353766540107434,-0.10724952602607044
+tempo,-0.004043128273207994,-0.0013254624016338292,-0.1718313146203733,-0.1131041314314344,-9.529900201467972e-05,1.8355155407890576e-05
+valence,0.594041498490853,0.28206424657601625,23.96632725148649,-3.5736486316215657,0.016464292338716918,0.01804987262119077
+year,-0.015258908437124031,0.17569345383535706,-0.1762017191758813,6.191054041966567,-0.000866631109048818,0.005069812751212752
+cpu_training_time,-7.858831737699557e-13,-3.0675783908538446e-12,-7.410675689050147e-11,-1.6605518664318948e-10,2.0640405461237392e-14,-3.0510937617770224e-14
+cpu_prediction_time,1.1998275567483395e-10,1.5858024850104209e-09,4.788211403520445e-11,5.241733376273447e-08,7.650120077785392e-12,4.647765397202174e-11
+memory_usage,2.0566951731378265e-09,4.737229893624338e-10,1.0525349253710565e-07,1.1007453710715857e-07,3.088847434404851e-11,-7.140958387537081e-11
+max_depth,0.002515418567641426,-0.09681060268594582,0.18651655744490264,-2.5244757880307236,4.619914745515856e-05,-0.0033356001213365547
+learning_rate,0.45262324931584585,-10.552846582976931,121.9724265080756,-226.93746005964852,-0.0829056602753879,-0.4244366067918856
+n_estimators,1.0744891013553145e-05,-0.0011680923052670795,0.011669164827029024,-0.026053591141227486,-1.009812859008902e-05,-4.632028155538764e-05
+model_CatBoostRegressor,-0.20372901563365725,4.5078197790990195,-56.404193599849805,88.79890513890037,0.03906745610309993,0.1874600748035024
+model_DecisionTreeRegressor,0.2819277107228539,-6.604999676271338,84.74157838469641,-124.76364936166273,-0.06040299879769858,-0.2784972227399314
+model_LGBMRegressor,-0.20073765702325438,4.217195726616443,-54.86039797035923,81.05818659750422,0.03807236801202938,0.17750964412269718
+model_RandomForestRegressor,0.2889975749749704,-6.389408370265024,80.69384686881831,-129.36681958366017,-0.056226653777407154,-0.2645084770697062
+model_XGBRegressor,-0.16645861304089285,4.269392540820462,-54.17083368330031,84.27337720890945,0.03948982845997275,0.17803598088342013

music_popularity_lr/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 13.37945335040374,
+            "MAPE": 151116043437.53394,
+            "R2": 0.0042669569017032005,
+            "Pearson": 0.06532194808563373,
+            "Spearman": 0.05843843562282037
+        },
+        "test": {
+            "RMSE": 13.65785417547846,
+            "MAPE": 192389735707.94504,
+            "R2": 0.00411576912435796,
+            "Pearson": 0.0642995246621433,
+            "Spearman": 0.06426831287080761
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 8.595310897830872,
+            "MAPE": 966387789780.2631,
+            "R2": 0.209751384352167,
+            "Pearson": 0.4579862272516143,
+            "Spearman": 0.4527441062708676
+        },
+        "test": {
+            "RMSE": 8.957238934690348,
+            "MAPE": 967668347582.4042,
+            "R2": 0.19639703686034005,
+            "Pearson": 0.4436873137029403,
+            "Spearman": 0.45614245757573746
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 429.5183198250846,
+            "MAPE": 3500256103297.0337,
+            "R2": 0.003060340684734708,
+            "Pearson": 0.05532034602870621,
+            "Spearman": 0.012650581517014625
+        },
+        "test": {
+            "RMSE": 475.183782178696,
+            "MAPE": 3289287352078.5073,
+            "R2": 0.0057800857055388954,
+            "Pearson": 0.08262761302699133,
+            "Spearman": 0.041225591633973886
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 363.01850706764975,
+            "MAPE": 24424540997601.008,
+            "R2": 0.139817118155258,
+            "Pearson": 0.3739212726701407,
+            "Spearman": 0.43629322165782436
+        },
+        "test": {
+            "RMSE": 412.9591055971564,
+            "MAPE": 28999917401585.29,
+            "R2": 0.11374209416117953,
+            "Pearson": 0.33815142373781065,
+            "Spearman": 0.43403476415802383
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.49513669886929357,
+            "MAPE": 9084962998.107544,
+            "R2": 0.007867999155574346,
+            "Pearson": 0.08870174268623543,
+            "Spearman": 0.06271096020989247
+        },
+        "test": {
+            "RMSE": 0.4964139336427221,
+            "MAPE": 11320683069.802921,
+            "R2": 0.0069910234192115395,
+            "Pearson": 0.08398714680794545,
+            "Spearman": 0.06180161029993252
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2543331947121262,
+            "MAPE": 43178358430.9542,
+            "R2": 0.23260323649179948,
+            "Pearson": 0.4822895774239772,
+            "Spearman": 0.45720050511078086
+        },
+        "test": {
+            "RMSE": 0.2563295225867636,
+            "MAPE": 41940135133.80261,
+            "R2": 0.2359310621448515,
+            "Pearson": 0.48587625215959734,
+            "Spearman": 0.4664069706962408
+        }
+    }
+}