File size: 5,862 Bytes
12e3160 |
1 |
{"id":0,"name":"model #1","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":5512.038}},"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":31.7}},"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":24.95095}},"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":121.48458}},"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":9}},"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":1}},"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":2013.5}},"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":18.8}},"unique_values":270,"presence_percentage":1}},"metrics":{"_mlconsole_type":"Map","value":{"loss":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1],"values":[961.926513671875,522.15771484375]}},"mae":{"_mlconsole_type":"MetricValues","value":{"epochs":[0,1],"values":[29.517559051513672,21.239990234375]}}}},"labelEncoder":null,"scalers":{"_mlconsole_type":"Map","value":{"distance to the nearest MRT station":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":12},"id":9,"rankType":"0","scopeId":7}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":14},"id":10,"rankType":"0","scopeId":8}}}},"house age":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":37},"id":23,"rankType":"0","scopeId":20}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":39},"id":24,"rankType":"0","scopeId":21}}}},"latitude":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":62},"id":37,"rankType":"0","scopeId":33}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":64},"id":38,"rankType":"0","scopeId":34}}}},"longitude":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":87},"id":51,"rankType":"0","scopeId":46}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":89},"id":52,"rankType":"0","scopeId":47}}}},"No":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":112},"id":65,"rankType":"0","scopeId":59}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":114},"id":66,"rankType":"0","scopeId":60}}}},"number of convenience stores":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":137},"id":79,"rankType":"0","scopeId":72}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":139},"id":80,"rankType":"0","scopeId":73}}}},"transaction date":{"_mlconsole_type":"StandardScaler","value":{"std":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":162},"id":93,"rankType":"0","scopeId":85}},"mean":{"_mlconsole_type":"Tensor","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":164},"id":94,"rankType":"0","scopeId":86}}}}}},"encoders":{"_mlconsole_type":"Map","value":{}}} |