FaroukFaiz
commited on
Commit
•
16362e2
1
Parent(s):
49c63c7
Upload modelRun.json
Browse files- modelRun.json +1 -0
modelRun.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"id":0,"name":"model #1","modelConfig":{"_mlconsole_type":"ModelConfig","value":{"task":"regression","optimizer":"adagrad","learningRate":0.04,"hiddenLayers":1,"unitsPerLayer":64,"batchSize":16,"batchNorm":true,"numEnsembles":1,"maxEpochs":150,"regularization":0.001,"earlyStopping":true,"earlyStoppingSteps":10}},"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":1559.827}},"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":5.1}},"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":24.97213}},"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":121.51627}},"unique_values":232,"presence_percentage":1}},{"name":"No","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":142}},"unique_values":414,"presence_percentage":1}},{"name":"number of convenience stores","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":3}},"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":2013.333}},"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":28.9}},"unique_values":270,"presence_percentage":1}},"labelEncoder":null,"status":2,"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],"values":[1009.443359375,574.1062622070312,347.40777587890625,236.2721710205078,173.14892578125,153.80014038085938,140.32469177246094,125.73392486572266,123.17240905761719,112.49494171142578,110.33434295654297,108.11984252929688,107.24830627441406,106.36334991455078,105.15438079833984,104.95296478271484]}},"mae":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15],"values":[29.7106990814209,21.881027221679688,16.053953170776367,11.840349197387695,9.041343688964844,8.058786392211914,7.3536376953125,6.618283748626709,6.573623180389404,6.16107177734375,6.0337724685668945,5.969860076904297,5.939051628112793,5.934911727905273,5.93996524810791,6.066547393798828]}}}},"scalers":{"_mlconsole_type":"Map","value":{"distance to the nearest MRT station":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":1096.2373046875,"stdev":1260.173583984375}},"house age":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":17.57330894470215,"stdev":11.245772361755371}},"latitude":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":24.968915939331055,"stdev":0.012426343746483326}},"longitude":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":121.53318786621094,"stdev":0.015447492711246014}},"No":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":202.4276123046875,"stdev":118.03044128417969}},"number of convenience stores":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":4.0289387702941895,"stdev":2.9425034523010254}},"transaction date":{"_mlconsole_type":"StandardScaler","value":{"config":{},"mean":2013.1529541015625,"stdev":0.27432185411453247}}}},"encoders":{"_mlconsole_type":"Map","value":{}},"examples":[{"No":162,"transaction date":2013.417,"house age":19.2,"distance to the nearest MRT station":616.4004,"number of convenience stores":3,"latitude":24.97723,"longitude":121.53767,"house price of unit area":39.6},{"No":360,"transaction date":2013.5,"house age":5.6,"distance to the nearest MRT station":2408.993,"number of convenience stores":0,"latitude":24.95505,"longitude":121.55964,"house price of unit area":24.7},{"No":213,"transaction date":2013.333,"house age":17.6,"distance to the nearest MRT station":1805.665,"number of convenience stores":2,"latitude":24.98672,"longitude":121.52091,"house price of unit area":31.1},{"No":353,"transaction date":2012.833,"house age":18.4,"distance to the nearest MRT station":2674.961,"number of convenience stores":3,"latitude":24.96143,"longitude":121.50827,"house price of unit area":25.7},{"No":74,"transaction date":2013.167,"house age":13.8,"distance to the nearest MRT station":4082.015,"number of convenience stores":0,"latitude":24.94155,"longitude":121.50381,"house price of unit area":20},{"No":25,"transaction date":2013,"house age":39.6,"distance to the nearest MRT station":480.6977,"number of convenience stores":4,"latitude":24.97353,"longitude":121.53885,"house price of unit area":38.8},{"No":356,"transaction date":2013.25,"house age":3.8,"distance to the nearest MRT station":383.8624,"number of convenience stores":5,"latitude":24.98085,"longitude":121.54391,"house price of unit area":60.7},{"No":364,"transaction date":2013.5,"house age":32.3,"distance to the nearest MRT station":109.9455,"number of convenience stores":10,"latitude":24.98182,"longitude":121.54086,"house price of unit area":48},{"No":216,"transaction date":2013.333,"house age":19.2,"distance to the nearest MRT station":383.7129,"number of convenience stores":8,"latitude":24.972,"longitude":121.54477,"house price of unit area":48.1},{"No":195,"transaction date":2013.5,"house age":15.2,"distance to the nearest MRT station":3771.895,"number of convenience stores":0,"latitude":24.93363,"longitude":121.51158,"house price of unit area":29.3}]}
|