├── Notebooks ├── wp_CNN_test_preprocess.ipynb ├── wp_EDA_preprocessing.ipynb ├── wp_confusion_matrix.ipynb ├── wp_prediction_and_log-loss.ipynb └── wp_vgg_resnet_test_preprocess.ipynb ├── README.md ├── figures_and_plots ├── Accuracy_curve_CNN.jpg ├── Accuracy_curve_CNN_augmentation.jpg ├── Accuracy_curve_drop_batch.jpg ├── Architecture-of-the-Residual-Network.png ├── Architecture-of-the-VGG-Convolutional-Neural-Network.png ├── Log_loss_graph.png ├── Loss_curve_CNN.jpg ├── Loss_curve_CNN_augmentation.jpg ├── Loss_curve_drop_batch.jpg ├── cm_norm.png ├── cm_wo_norm.png ├── fol.jpg ├── fol_train_val.jpg ├── kde_cloudy.png ├── kde_foggy.png ├── kde_rainy.png ├── kde_shine.png ├── kde_sunrise.png ├── nimg_bar.png ├── nimg_dist_training.png ├── nimg_dist_validation.png ├── randm_data_aug1.png ├── randm_data_aug2.png ├── randm_data_aug3.png ├── randm_data_aug4.png └── randm_data_aug5.png ├── preprocessed_test_images ├── test_preproc_CNN.npy ├── test_preproc_resnet.npy ├── test_preproc_vgg16.npy └── test_preproc_vgg19.npy ├── scripts ├── wp_CNN_test_preprocess.py ├── wp_EDA_preprocessing.py ├── wp_confusion_matrix.py ├── wp_prediction_and_log_loss.py ├── wp_training_CNN.py ├── wp_training_CNN_aug.py ├── wp_training_resnet101.py ├── wp_training_resnet152.py ├── wp_training_resnet50.py ├── wp_training_vgg16.py ├── wp_training_vgg19.py └── wp_vgg_resnet_test_preprocess.py └── wp_project_report.pdf /Notebooks/wp_CNN_test_preprocess.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vijayg15/Keras-MultiClass-Image-Classification/HEAD/Notebooks/wp_CNN_test_preprocess.ipynb -------------------------------------------------------------------------------- /Notebooks/wp_EDA_preprocessing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vijayg15/Keras-MultiClass-Image-Classification/HEAD/Notebooks/wp_EDA_preprocessing.ipynb 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