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10559671

Run 10559671

Task 167124 (Supervised Classification) CIFAR_10 Uploaded 01-09-2020 by Prabhant Singh
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Flow

tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)Automatically created tensorflow flow.
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_backend"tensorflow"
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_class_name"Sequential"
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_config{"name": "sequential"}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer00_reshape{"class_name": "Reshape", "config": {"dtype": "float32", "name": "reshape", "target_shape": [32, 32, 3], "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer01_conv2d{"class_name": "Conv2D", "config": {"activation": "linear", "activity_regularizer": null, "batch_input_shape": [null, 32, 32, 3], "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 32, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer02_dropout{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer03_conv2d_1{"class_name": "Conv2D", "config": {"activation": "linear", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 64, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_1", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer04_conv2d_2{"class_name": "Conv2D", "config": {"activation": "linear", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 64, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_2", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer05_max_pooling2d{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer06_dropout_1{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_1", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer07_conv2d_3{"class_name": "Conv2D", "config": {"activation": "linear", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 32, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_3", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer08_max_pooling2d_1{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_1", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer09_dropout_2{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_2", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer10_flatten{"class_name": "Flatten", "config": {"data_format": "channels_last", "dtype": "float32", "name": "flatten", "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer11_dense{"class_name": "Dense", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "name": "dense", "trainable": true, "units": 1024, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer12_dropout_3{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_3", "noise_shape": null, "rate": 0.4, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_layer13_dense_1{"class_name": "Dense", "config": {"activation": "softmax", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "name": "dense_1", "trainable": true, "units": 10, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_optimizer{"loss": "sparse_categorical_crossentropy", "metrics": [], "optimizer_config": {"class_name": "Adam", "config": {"amsgrad": false, "beta_1": 0.9, "beta_2": 0.999, "decay": 0.0, "epsilon": 1e-07, "learning_rate": 0.001, "name": "Adam"}}, "weighted_metrics": []}
tensorflow.python.keras.engine.sequential.Sequential.12702f59(1)_tensorflow_version"2.2.0"

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.

18 Evaluation measures

Area under ROC curve
0.5483 ± 0.0862
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.1081
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.0206 ± 0.0553
Cross-validation details (10-fold Crossvalidation)
KB relative information score
0.0254 ± 0.0702
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.1781 ± 0.0056
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.18
Cross-validation details (10-fold Crossvalidation)
Weighted recall
0.1185 ± 0.0498
Cross-validation details (10-fold Crossvalidation)
Number of instances
60000
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.16
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.1185 ± 0.0498
Cross-validation details (10-fold Crossvalidation)
Prior entropy
3.3219
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.9893 ± 0.0313
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.3
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.2984 ± 0.0047
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.9947 ± 0.0156
Cross-validation details (10-fold Crossvalidation)
Unweighted recall
0.1185 ± 0.0498
Cross-validation details (10-fold Crossvalidation)