Run
9201741

Run 9201741

Task 3573 (Supervised Classification) mnist_784 Uploaded 25-05-2018 by Irfan Nur Afif
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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_247", "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_493", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}]], "layer2": [["class_name", "MaxPooling2D"], ["config", {"data_format": "channels_last", "name": "max_pooling2d_493", "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_494", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}]], "layer4": [["class_name", "MaxPooling2D"], ["config", {"data_format": "channels_last", "name": "max_pooling2d_494", "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"{\"class_name\": \"Reshape\", \"config\": {\"batch_input_shape\": [null, 784], \"dtype\": \"float32\", \"name\": \"reshape_231\", \"target_shape\": [28, 28, 1], \"trainable\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_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_461\", \"padding\": \"same\", \"strides\": [1, 1], \"trainable\": true, \"use_bias\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer2"{\"class_name\": \"MaxPooling2D\", \"config\": {\"data_format\": \"channels_last\", \"name\": \"max_pooling2d_461\", \"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)_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_462\", \"padding\": \"same\", \"strides\": [1, 1], \"trainable\": true, \"use_bias\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer4"{\"class_name\": \"MaxPooling2D\", \"config\": {\"data_format\": \"channels_last\", \"name\": \"max_pooling2d_462\", \"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)_layer5"{\"class_name\": \"Flatten\", \"config\": {\"name\": \"flatten_231\", \"trainable\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer6"{\"class_name\": \"Dense\", \"config\": {\"activation\": \"linear\", \"activity_regularizer\": null, \"bias_constraint\": null, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"bias_regularizer\": null, \"kernel_constraint\": null, \"kernel_initializer\": {\"class_name\": \"VarianceScaling\", \"config\": {\"distribution\": \"uniform\", \"mode\": \"fan_avg\", \"scale\": 1.0, \"seed\": null}}, \"kernel_regularizer\": null, \"name\": \"dense_461\", \"trainable\": true, \"units\": 20, \"use_bias\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer7"{\"class_name\": \"Activation\", \"config\": {\"activation\": \"relu\", \"name\": \"activation_461\", \"trainable\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer8"{\"class_name\": \"Dense\", \"config\": {\"activation\": \"linear\", \"activity_regularizer\": null, \"bias_constraint\": null, \"bias_initializer\": {\"class_name\": \"Zeros\", \"config\": {}}, \"bias_regularizer\": null, \"kernel_constraint\": null, \"kernel_initializer\": {\"class_name\": \"VarianceScaling\", \"config\": {\"distribution\": \"uniform\", \"mode\": \"fan_avg\", \"scale\": 1.0, \"seed\": null}}, \"kernel_regularizer\": null, \"name\": \"dense_462\", \"trainable\": true, \"units\": 10, \"use_bias\": true}}"
keras.wrappers.scikit_learn.KerasClassifier(Reshape,Conv2D,MaxPooling2D,Conv2D,MaxPooling2D,Flatten,Dense,Activation,Dense,Activation)(1)_layer9"{\"class_name\": \"Activation\", \"config\": {\"activation\": \"softmax\", \"name\": \"activation_462\", \"trainable\": true}}"

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

0.6237 ± 0.1666
Per class
Cross-validation details (10-fold Crossvalidation)
0.2879 ± 0.0317
Per class
Cross-validation details (10-fold Crossvalidation)
0.2098 ± 0.2325
Cross-validation details (10-fold Crossvalidation)
15816.3702 ± 1560.7541
Cross-validation details (10-fold Crossvalidation)
0.1476 ± 0.0374
Cross-validation details (10-fold Crossvalidation)
0.1799 ± 0
Cross-validation details (10-fold Crossvalidation)
70000
Per class
Cross-validation details (10-fold Crossvalidation)
0.3722 ± 0.1028
Per class
Cross-validation details (10-fold Crossvalidation)
0.2902 ± 0.2079
Cross-validation details (10-fold Crossvalidation)
3.3198
Cross-validation details (10-fold Crossvalidation)
0.2902 ± 0.2079
Per class
Cross-validation details (10-fold Crossvalidation)
0.8205 ± 0.208
Cross-validation details (10-fold Crossvalidation)
0.3 ± 0
Cross-validation details (10-fold Crossvalidation)
0.3217 ± 0.0749
Cross-validation details (10-fold Crossvalidation)
1.0725 ± 0.2497
Cross-validation details (10-fold Crossvalidation)