Run
9201740

Run 9201740

Task 3573 (Supervised Classification) mnist_784 Uploaded 25-05-2018 by Irfan Nur Afif
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Flow

keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Con v2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)Automatically created scikit-learn flow.
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_epochs1
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_batch_size1000
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_verbose1
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_build_fn{"layer0": [["class_name", "Reshape"], ["config", {"batch_input_shape": [null, 784], "dtype": "float32", "name": "reshape_230", "target_shape": [28, 28, 1], "trainable": true}]], "layer1": [["class_name", "Conv2D"], ["config", {"activation": "relu", "activity_regularizer": null, "batch_input_shape": [null, 28, 28, 1], "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 20, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [5, 5], "name": "conv2d_459", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}]], "layer2": [["class_name", "MaxPooling2D"], ["config", {"data_format": "channels_last", "name": "max_pooling2d_459", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}]], "layer3": [["class_name", "Conv2D"], ["config", {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 50, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [5, 5], "name": "conv2d_460", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}]], "layer4": [["class_name", "MaxPooling2D"], ["config", {"data_format": "channels_last", "name": "max_pooling2d_460", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}]]}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer0"layer0"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer1"layer1"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer2"layer2"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer3"layer3"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer4"layer4"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer5"layer5"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer6"layer6"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer7"layer7"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer8"layer8"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer9"layer9"

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

arff
Predictions

ARFF file with instance-level predictions generated by the model.

17 Evaluation measures

0.6599 ± 0.1787
Per class
Cross-validation details (10-fold Crossvalidation)
0.2796 ± 0.0271
Per class
Cross-validation details (10-fold Crossvalidation)
0.2117 ± 0.2923
Cross-validation details (10-fold Crossvalidation)
15432.2511 ± 1810.9129
Cross-validation details (10-fold Crossvalidation)
0.1488 ± 0.0437
Cross-validation details (10-fold Crossvalidation)
0.1799 ± 0
Cross-validation details (10-fold Crossvalidation)
70000
Per class
Cross-validation details (10-fold Crossvalidation)
0.465 ± 0.0538
Per class
Cross-validation details (10-fold Crossvalidation)
0.294 ± 0.2606
Cross-validation details (10-fold Crossvalidation)
3.3198
Cross-validation details (10-fold Crossvalidation)
0.294 ± 0.2606
Per class
Cross-validation details (10-fold Crossvalidation)
0.8269 ± 0.2427
Cross-validation details (10-fold Crossvalidation)
0.3 ± 0
Cross-validation details (10-fold Crossvalidation)
0.3119 ± 0.081
Cross-validation details (10-fold Crossvalidation)
1.0397 ± 0.27
Cross-validation details (10-fold Crossvalidation)