Run
10559880

Run 10559880

Task 167124 (Supervised Classification) CIFAR_10 Uploaded 13-04-2021 by Prabhant Singh
0 likes downloaded by 0 people 0 issues 0 downvotes , 0 total downloads
Issue #Downvotes for this reason By


Flow

tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)Automatically created tensorflow flow.
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_backend"tensorflow"
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_class_name"Sequential"
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_config{"name": "sequential_1"}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer00_reshape_1{"class_name": "Reshape", "config": {"dtype": "float32", "name": "reshape_1", "target_shape": [32, 32, 3], "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer01_conv2d_4{"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, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_4", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer02_dropout_4{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_4", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer03_conv2d_5{"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, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_5", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer04_conv2d_6{"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, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_6", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer05_max_pooling2d_2{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_2", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer06_dropout_5{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_5", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer07_conv2d_7{"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, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_7", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer08_max_pooling2d_3{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_3", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer09_dropout_6{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_6", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer10_flatten_1{"class_name": "Flatten", "config": {"data_format": "channels_last", "dtype": "float32", "name": "flatten_1", "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer11_dense_2{"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_2", "trainable": true, "units": 1024, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer12_dropout_7{"class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_7", "noise_shape": null, "rate": 0.4, "seed": null, "trainable": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(1)_layer13_dense_3{"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_3", "trainable": true, "units": 10, "use_bias": true}}
tensorflow.python.keras.engine.sequential.Sequential.5d790f77(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.5d790f77(1)_tensorflow_version"2.4.1"

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
0.59 ± 0.1036
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.1087
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.0364 ± 0.0607
Cross-validation details (10-fold Crossvalidation)
KB relative information score
0.0401 ± 0.0642
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.1775 ± 0.0043
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.18
Cross-validation details (10-fold Crossvalidation)
Weighted recall
0.1328 ± 0.0546
Cross-validation details (10-fold Crossvalidation)
Number of instances
60000
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.1483
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.1328 ± 0.0546
Cross-validation details (10-fold Crossvalidation)
Prior entropy
3.3219
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.9859 ± 0.0236
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.3
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.2978 ± 0.004
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.9927 ± 0.0133
Cross-validation details (10-fold Crossvalidation)
Unweighted recall
0.1328 ± 0.0546
Cross-validation details (10-fold Crossvalidation)