halflings's picture
Upload modelRun.json
64e3fe4
{"id":4,"name":"model #5","modelConfig":{"optimizer":"adagrad","learningRate":0.04,"hiddenLayers":1,"unitsPerLayer":64,"batchSize":16,"batchNorm":true,"regularization":0.001,"numEnsembles":1,"maxEpochs":150,"earlyStopping":true,"earlyStoppingSteps":10,"task":"regression"},"status":2,"datasetName":"House price prediction","features":[{"name":"distance to the nearest MRT station","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":492.2313}},"unique_values":259,"presence_percentage":1}},{"name":"house age","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":13.3}},"unique_values":236,"presence_percentage":1}},{"name":"latitude","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":24.96515}},"unique_values":234,"presence_percentage":1}},{"name":"longitude","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":121.53737}},"unique_values":232,"presence_percentage":1}},{"name":"number of convenience stores","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":5}},"unique_values":11,"presence_percentage":1}},{"name":"transaction date","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":2013.083}},"unique_values":12,"presence_percentage":1}}],"label":{"name":"house price of unit area","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":38.9}},"unique_values":270,"presence_percentage":1}},"metrics":{"_mlconsole_type":"Map","value":{"loss":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29],"values":[894.2634887695312,522.033935546875,309.2989501953125,197.79563903808594,141.6719970703125,113.05873107910156,94.65507507324219,80.6531753540039,72.23282623291016,63.045719146728516,57.50367736816406,48.92494201660156,46.61341857910156,44.36509323120117,47.439308166503906,41.81963348388672,41.45265579223633,41.4141960144043,42.09161376953125,40.20685958862305,40.76689910888672,41.02460861206055,41.61398696899414,41.73270797729492,41.66099166870117,41.328304290771484,41.87192916870117,42.710941314697266,45.37894058227539,43.01755905151367]}},"mae":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29],"values":[28.735116958618164,21.864362716674805,16.429344177246094,12.754791259765625,10.38535213470459,9.001025199890137,7.94683837890625,7.294749736785889,6.880289554595947,6.35435676574707,5.9879961013793945,5.499631404876709,5.39322566986084,5.2268452644348145,5.424927234649658,4.990459442138672,4.9838995933532715,4.881604194641113,4.975491046905518,4.8649210929870605,4.941565036773682,4.8210296630859375,4.980978965759277,4.9635162353515625,4.94946813583374,4.9225544929504395,4.96968412399292,5.011777400970459,5.18721866607666,5.011783599853516]}}}},"labelEncoder":null,"scalers":{"_mlconsole_type":"Map","value":{"distance to the nearest MRT station":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":1057.00732421875,"stdev":1248.8651123046875}},"house age":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":17.15498161315918,"stdev":11.514297485351562}},"latitude":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":24.968673706054688,"stdev":0.012458734214305878}},"longitude":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":121.5338134765625,"stdev":0.015008509159088135}},"transaction date":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":2013.15625,"stdev":0.2852760851383209}}}},"encoders":{"_mlconsole_type":"Map","value":{"number of convenience stores":{"_mlconsole_type":"OneHotEncoder","value":{"config":{"maxVocabSize":20},"labels":[0,5,1,3,7,6,8,4,9,2,10],"label_to_index":{"0":0,"1":2,"2":9,"3":3,"4":7,"5":1,"6":5,"7":4,"8":6,"9":8,"10":10}}}}},"examples":[{"No":234,"transaction date":2013.333,"house age":39.7,"distance to the nearest MRT station":333.3679,"number of convenience stores":9,"latitude":24.98016,"longitude":121.53932,"house price of unit area":32.4},{"No":256,"transaction date":2013.417,"house age":31.5,"distance to the nearest MRT station":5512.038,"number of convenience stores":1,"latitude":24.95095,"longitude":121.48458,"house price of unit area":17.4},{"No":115,"transaction date":2012.667,"house age":30.6,"distance to the nearest MRT station":143.8383,"number of convenience stores":8,"latitude":24.98155,"longitude":121.54142,"house price of unit area":53.3},{"No":200,"transaction date":2013.417,"house age":18.2,"distance to the nearest MRT station":451.6419,"number of convenience stores":8,"latitude":24.96945,"longitude":121.5449,"house price of unit area":31.6},{"No":101,"transaction date":2013.5,"house age":17.5,"distance to the nearest MRT station":964.7496,"number of convenience stores":4,"latitude":24.98872,"longitude":121.53411,"house price of unit area":38.2},{"No":228,"transaction date":2012.917,"house age":32.4,"distance to the nearest MRT station":265.0609,"number of convenience stores":8,"latitude":24.98059,"longitude":121.53986,"house price of unit area":40.2},{"No":78,"transaction date":2012.833,"house age":20.5,"distance to the nearest MRT station":2185.128,"number of convenience stores":3,"latitude":24.96322,"longitude":121.51237,"house price of unit area":25.6},{"No":31,"transaction date":2013.5,"house age":25.9,"distance to the nearest MRT station":4519.69,"number of convenience stores":0,"latitude":24.94826,"longitude":121.49587,"house price of unit area":22.1},{"No":170,"transaction date":2013.417,"house age":8.4,"distance to the nearest MRT station":1962.628,"number of convenience stores":1,"latitude":24.95468,"longitude":121.55481,"house price of unit area":23.5},{"No":238,"transaction date":2013.167,"house age":13,"distance to the nearest MRT station":732.8528,"number of convenience stores":0,"latitude":24.97668,"longitude":121.52518,"house price of unit area":39}]}