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Add refined set trained weights
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@hassanmohsin
hassanmohsin committed Jun 6, 2018
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1 change: 1 addition & 0 deletions networks/refined/model_1_0.json
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{"class_name": "Sequential", "keras_version": "2.1.3", "config": [{"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "batch_input_shape": [null, 348], "name": "dense_1", "units": 1024, "activity_regularizer": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "bias_constraint": null, "activation": "relu", "kernel_regularizer": null}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_1", "rate": 0.2}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_2", "units": 512, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_2", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_3", "units": 768, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_3", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_4", "units": 256, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_4", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_5", "units": 128, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_5", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_6", "units": 256, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_6", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_7", "units": 1, "activity_regularizer": null, "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "bias_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "mode": "fan_avg", "distribution": "uniform", "scale": 1.0}}, "kernel_regularizer": null}}], "backend": "tensorflow"}
1 change: 1 addition & 0 deletions networks/refined/model_1_1.json
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{"class_name": "Sequential", "keras_version": "2.1.3", "config": [{"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "batch_input_shape": [null, 348], "name": "dense_1", "units": 768, "activity_regularizer": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "bias_constraint": null, "activation": "relu", "kernel_regularizer": null}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_1", "rate": 0.2}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_2", "units": 512, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_2", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_3", "units": 512, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_3", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_4", "units": 768, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_4", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_5", "units": 768, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_5", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_6", "units": 1, "activity_regularizer": null, "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "bias_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "mode": "fan_avg", "distribution": "uniform", "scale": 1.0}}, "kernel_regularizer": null}}], "backend": "tensorflow"}
1 change: 1 addition & 0 deletions networks/refined/model_1_10.json
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{"class_name": "Sequential", "keras_version": "2.1.3", "config": [{"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "batch_input_shape": [null, 348], "name": "dense_1", "units": 1024, "activity_regularizer": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "bias_constraint": null, "activation": "relu", "kernel_regularizer": null}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_1", "rate": 0.2}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_2", "units": 1024, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_2", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_3", "units": 2048, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_3", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_4", "units": 1024, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_4", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_5", "units": 128, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_5", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_6", "units": 1, "activity_regularizer": null, "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "bias_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "mode": "fan_avg", "distribution": "uniform", "scale": 1.0}}, "kernel_regularizer": null}}], "backend": "tensorflow"}
1 change: 1 addition & 0 deletions networks/refined/model_1_11.json
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{"class_name": "Sequential", "keras_version": "2.1.3", "config": [{"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "batch_input_shape": [null, 348], "name": "dense_1", "units": 2048, "activity_regularizer": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "bias_constraint": null, "activation": "relu", "kernel_regularizer": null}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_1", "rate": 0.2}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_2", "units": 512, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_2", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_3", "units": 768, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_3", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_4", "units": 128, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_4", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_5", "units": 128, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_5", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_6", "units": 256, "activity_regularizer": null, "activation": "relu", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}, "bias_constraint": null, "kernel_initializer": {"class_name": "RandomNormal", "config": {"seed": null, "mean": 0.0, "stddev": 0.05}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.009999999776482582}}}}, {"class_name": "Dropout", "config": {"seed": null, "trainable": true, "noise_shape": null, "name": "dropout_6", "rate": 0.5}}, {"class_name": "Dense", "config": {"trainable": true, "kernel_constraint": null, "use_bias": true, "name": "dense_7", "units": 1, "activity_regularizer": null, "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "bias_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "mode": "fan_avg", "distribution": "uniform", "scale": 1.0}}, "kernel_regularizer": null}}], "backend": "tensorflow"}
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