├── README.md ├── chapter_02 ├── __init__.py ├── augmentation_demo.py ├── minivggnet_flowers17.py ├── minivggnet_flowers17_data_aug.py └── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── datasets │ ├── SimpleDatasetLoader.py │ ├── SimpleDatasetLoader.pyc │ ├── __init__.py │ ├── __init__.pyc │ └── __pycache__ │ │ ├── SimpleDatasetLoader.cpython-36.pyc │ │ └── __init__.cpython-36.pyc │ ├── nn │ ├── __init__.py │ ├── __init__.pyc │ └── conv │ │ ├── MiniVGGNet.py │ │ ├── MiniVGGNet.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ └── preprocessing │ ├── AspectAwarePreprocessor.py │ ├── AspectAwarePreprocessor.pyc │ ├── ImageMove.py │ ├── ImageMove.pyc │ ├── ImageToArrayPreprocessor.py │ ├── ImageToArrayPreprocessor.pyc │ ├── SimplePreprocessor.py │ ├── __init__.py │ └── __init__.pyc ├── chapter_03 ├── __init__.py ├── extract_features.py ├── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── datasets │ │ ├── SimpleDatasetLoader.py │ │ ├── SimpleDatasetLoader.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ ├── io │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── hdf5datasetwriter.cpython-36.pyc │ │ └── hdf5datasetwriter.py │ ├── nn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ └── conv │ │ │ ├── MiniVGGNet.py │ │ │ ├── MiniVGGNet.pyc │ │ │ ├── __init__.py │ │ │ └── __init__.pyc │ └── preprocessing │ │ ├── AspectAwarePreprocessor.py │ │ ├── AspectAwarePreprocessor.pyc │ │ ├── ImageMove.py │ │ ├── ImageMove.pyc │ │ ├── ImageToArrayPreprocessor.py │ │ ├── ImageToArrayPreprocessor.pyc │ │ ├── SimplePreprocessor.py │ │ ├── __init__.py │ │ └── __init__.pyc └── train_model.py ├── chapter_04 ├── __init__.py ├── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── datasets │ │ ├── SimpleDatasetLoader.py │ │ ├── SimpleDatasetLoader.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ ├── io │ │ ├── __init__.py │ │ └── hdf5datasetwriter.py │ ├── nn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ └── conv │ │ │ ├── MiniVGGNet.py │ │ │ ├── MiniVGGNet.pyc │ │ │ ├── __init__.py │ │ │ └── __init__.pyc │ ├── preprocessing │ │ ├── AspectAwarePreprocessor.py │ │ ├── AspectAwarePreprocessor.pyc │ │ ├── ImageMove.py │ │ ├── ImageMove.pyc │ │ ├── ImageToArrayPreprocessor.py │ │ ├── ImageToArrayPreprocessor.pyc │ │ ├── SimplePreprocessor.py │ │ ├── __init__.py │ │ └── __init__.pyc │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── ranked.cpython-36.pyc │ │ └── ranked.py └── rank_accuracy.py ├── chapter_05 ├── __init__.py ├── finetune_flowers17.py ├── inspact_model.py └── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ └── __init__.cpython-36.pyc │ ├── datasets │ ├── SimpleDatasetLoader.py │ ├── SimpleDatasetLoader.pyc │ ├── __init__.py │ ├── __init__.pyc │ └── __pycache__ │ │ ├── SimpleDatasetLoader.cpython-36.pyc │ │ └── __init__.cpython-36.pyc │ ├── io │ ├── __init__.py │ └── hdf5datasetwriter.py │ ├── nn │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ └── conv │ │ ├── MiniVGGNet.py │ │ ├── MiniVGGNet.pyc │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── fcheadnet.cpython-36.pyc │ │ ├── fcheadnet.py │ │ ├── lenet.py │ │ └── shallownet.py │ ├── preprocessing │ ├── AspectAwarePreprocessor.py │ ├── AspectAwarePreprocessor.pyc │ ├── ImageMove.py │ ├── ImageMove.pyc │ ├── ImageToArrayPreprocessor.py │ ├── ImageToArrayPreprocessor.pyc │ ├── SimplePreprocessor.py │ ├── __init__.py │ ├── __init__.pyc │ └── __pycache__ │ │ ├── AspectAwarePreprocessor.cpython-36.pyc │ │ ├── ImageToArrayPreprocessor.cpython-36.pyc │ │ └── __init__.cpython-36.pyc │ └── utils │ ├── __init__.py │ └── ranked.py ├── chapter_06 ├── __init__.py ├── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── datasets │ │ ├── SimpleDatasetLoader.py │ │ ├── SimpleDatasetLoader.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ ├── io │ │ ├── __init__.py │ │ └── hdf5datasetwriter.py │ ├── nn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ └── conv │ │ │ ├── MiniVGGNet.py │ │ │ ├── MiniVGGNet.pyc │ │ │ ├── __init__.py │ │ │ ├── __init__.pyc │ │ │ ├── __pycache__ │ │ │ ├── MiniVGGNet.cpython-36.pyc │ │ │ └── __init__.cpython-36.pyc │ │ │ ├── fcheadnet.py │ │ │ ├── lenet.py │ │ │ └── shallownet.py │ ├── preprocessing │ │ ├── AspectAwarePreprocessor.py │ │ ├── AspectAwarePreprocessor.pyc │ │ ├── ImageMove.py │ │ ├── ImageMove.pyc │ │ ├── ImageToArrayPreprocessor.py │ │ ├── ImageToArrayPreprocessor.pyc │ │ ├── SimplePreprocessor.py │ │ ├── __init__.py │ │ └── __init__.pyc │ └── utils │ │ ├── __init__.py │ │ └── ranked.py ├── test_ensemble.py └── train_models.py ├── chapter_09 ├── __init__.py └── dogs_vs_cats │ ├── __init__.py │ ├── build_dogs_vs_cats.py │ ├── config │ ├── __pycache__ │ │ └── dogs_vs_cats_config.cpython-36.pyc │ └── dogs_vs_cats_config.py │ └── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ └── __init__.cpython-36.pyc │ ├── datasets │ ├── SimpleDatasetLoader.py │ ├── SimpleDatasetLoader.pyc │ ├── __init__.py │ └── __init__.pyc │ ├── io │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── hdf5datasetwriter.cpython-36.pyc │ └── hdf5datasetwriter.py │ ├── nn │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ └── conv │ │ ├── MiniVGGNet.py │ │ ├── MiniVGGNet.pyc │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ ├── MiniVGGNet.cpython-36.pyc │ │ └── __init__.cpython-36.pyc │ │ ├── fcheadnet.py │ │ ├── lenet.py │ │ └── shallownet.py │ ├── preprocessing │ ├── AspectAwarePreprocessor.py │ ├── AspectAwarePreprocessor.pyc │ ├── ImageMove.py │ ├── ImageMove.pyc │ ├── ImageToArrayPreprocessor.py │ ├── ImageToArrayPreprocessor.pyc │ ├── SimplePreprocessor.py │ ├── __init__.py │ ├── __init__.pyc │ └── __pycache__ │ │ ├── AspectAwarePreprocessor.cpython-36.pyc │ │ └── __init__.cpython-36.pyc │ └── utils │ ├── __init__.py │ └── ranked.py ├── chapter_10 ├── datasets │ └── kaggle_dogs_vs_cats │ │ └── train │ │ └── README.md └── dogs_vs_cats │ ├── __init__.py │ ├── config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── dogs_vs_cats_config.cpython-36.pyc │ └── dogs_vs_cats_config.py │ ├── crop_accuracy.py │ ├── dogs_vs_cats.pickle │ ├── extract_features.py │ ├── output │ └── dogs_vs_cats_mean.json │ ├── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── callbacks │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── trainingmonitor.cpython-36.pyc │ │ └── trainingmonitor.py │ ├── datasets │ │ ├── SimpleDatasetLoader.py │ │ ├── SimpleDatasetLoader.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ ├── io │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── hdf5datasetgenerator.cpython-36.pyc │ │ │ └── hdf5datasetwriter.cpython-36.pyc │ │ ├── hdf5datasetgenerator.py │ │ └── hdf5datasetwriter.py │ ├── nn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ └── conv │ │ │ ├── MiniVGGNet.py │ │ │ ├── MiniVGGNet.pyc │ │ │ ├── __init__.py │ │ │ ├── __init__.pyc │ │ │ ├── __pycache__ │ │ │ ├── MiniVGGNet.cpython-36.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── alexnet.cpython-36.pyc │ │ │ ├── alexnet.py │ │ │ ├── fcheadnet.py │ │ │ ├── lenet.py │ │ │ └── shallownet.py │ ├── preprocessing │ │ ├── ImageMove.py │ │ ├── ImageMove.pyc │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── AspectAwarePreprocessor.cpython-36.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── croppreprocessor.cpython-36.pyc │ │ │ ├── imagetoarraypreprocessor.cpython-36.pyc │ │ │ ├── meanpreprocessor.cpython-36.pyc │ │ │ ├── patchpreprocessor.cpython-36.pyc │ │ │ └── simplespreprocessor.cpython-36.pyc │ │ ├── aspectawarepreprocessor.py │ │ ├── croppreprocessor.py │ │ ├── imagetoarraypreprocessor.py │ │ ├── meanpreprocessor.py │ │ ├── patchpreprocessor.py │ │ └── simplespreprocessor.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── ranked.cpython-36.pyc │ │ └── ranked.py │ ├── train_alexnet.py │ └── train_model.py ├── chapter_11 ├── datasets │ └── README.md └── deepergooglenet │ ├── __init__.py │ ├── build_tiny_imagenet.py │ ├── config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── dogs_vs_cats_config.cpython-36.pyc │ │ └── tiny_imagenet_config.cpython-36.pyc │ └── tiny_imagenet_config.py │ ├── googlenet_cifar10.py │ ├── output │ ├── checkpoints │ │ └── README.md │ ├── dogs_vs_cats_mean.json │ └── tiny-image-net-200-mean.json │ ├── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── callbacks │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── epochcheckpoint.cpython-36.pyc │ │ │ └── trainingmonitor.cpython-36.pyc │ │ ├── epochcheckpoint.py │ │ └── trainingmonitor.py │ ├── datasets │ │ ├── SimpleDatasetLoader.py │ │ ├── SimpleDatasetLoader.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ ├── io │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── hdf5datasetgenerator.cpython-36.pyc │ │ │ └── hdf5datasetwriter.cpython-36.pyc │ │ ├── hdf5datasetgenerator.py │ │ └── hdf5datasetwriter.py │ ├── nn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ └── conv │ │ │ ├── MiniVGGNet.py │ │ │ ├── MiniVGGNet.pyc │ │ │ ├── __init__.py │ │ │ ├── __init__.pyc │ │ │ ├── __pycache__ │ │ │ ├── MiniVGGNet.cpython-36.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── alexnet.cpython-36.pyc │ │ │ ├── deepergooglenet.cpython-36.pyc │ │ │ └── minigooglenet.cpython-36.pyc │ │ │ ├── alexnet.py │ │ │ ├── deepergooglenet.py │ │ │ ├── fcheadnet.py │ │ │ ├── lenet.py │ │ │ ├── minigooglenet.py │ │ │ └── shallownet.py │ ├── preprocessing │ │ ├── ImageMove.py │ │ ├── ImageMove.pyc │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── AspectAwarePreprocessor.cpython-36.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── croppreprocessor.cpython-36.pyc │ │ │ ├── imagetoarraypreprocessor.cpython-36.pyc │ │ │ ├── meanpreprocessor.cpython-36.pyc │ │ │ ├── patchpreprocessor.cpython-36.pyc │ │ │ └── simplespreprocessor.cpython-36.pyc │ │ ├── aspectawarepreprocessor.py │ │ ├── croppreprocessor.py │ │ ├── imagetoarraypreprocessor.py │ │ ├── meanpreprocessor.py │ │ ├── patchpreprocessor.py │ │ └── simplespreprocessor.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── ranked.cpython-36.pyc │ │ └── ranked.py │ ├── rank_accuracy.py │ └── train.py ├── chapter_12 ├── __init__.py └── resnet_tiny_imagenet │ ├── config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── dogs_vs_cats_config.cpython-36.pyc │ └── tiny_imagenet_config.py │ ├── output │ └── dogs_vs_cats_mean.json │ ├── pyimagesearch │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ └── __init__.cpython-36.pyc │ ├── callbacks │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── epochcheckpoint.cpython-36.pyc │ │ │ └── trainingmonitor.cpython-36.pyc │ │ ├── epochcheckpoint.py │ │ └── trainingmonitor.py │ ├── datasets │ │ ├── SimpleDatasetLoader.py │ │ ├── SimpleDatasetLoader.pyc │ │ ├── __init__.py │ │ └── __init__.pyc │ ├── io │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── hdf5datasetgenerator.cpython-36.pyc │ │ │ └── hdf5datasetwriter.cpython-36.pyc │ │ ├── hdf5datasetgenerator.py │ │ └── hdf5datasetwriter.py │ ├── nn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ └── __init__.cpython-36.pyc │ │ └── conv │ │ │ ├── MiniVGGNet.py │ │ │ ├── MiniVGGNet.pyc │ │ │ ├── __init__.py │ │ │ ├── __init__.pyc │ │ │ ├── __pycache__ │ │ │ ├── MiniVGGNet.cpython-36.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── alexnet.cpython-36.pyc │ │ │ └── resnet.cpython-36.pyc │ │ │ ├── alexnet.py │ │ │ ├── deepergooglenet.py │ │ │ ├── fcheadnet.py │ │ │ ├── lenet.py │ │ │ ├── minigooglenet.py │ │ │ ├── resnet.py │ │ │ └── shallownet.py │ ├── preprocessing │ │ ├── ImageMove.py │ │ ├── ImageMove.pyc │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── AspectAwarePreprocessor.cpython-36.pyc │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── croppreprocessor.cpython-36.pyc │ │ │ ├── imagetoarraypreprocessor.cpython-36.pyc │ │ │ ├── meanpreprocessor.cpython-36.pyc │ │ │ ├── patchpreprocessor.cpython-36.pyc │ │ │ └── simplespreprocessor.cpython-36.pyc │ │ ├── aspectawarepreprocessor.py │ │ ├── croppreprocessor.py │ │ ├── imagetoarraypreprocessor.py │ │ ├── meanpreprocessor.py │ │ ├── patchpreprocessor.py │ │ └── simplespreprocessor.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── ranked.cpython-36.pyc │ │ └── ranked.py │ ├── resnet_cifar10.py │ ├── resnet_cifar10_decay.py │ ├── train.py │ └── train_decay.py └── chapter_13 ├── build_imagenet.py ├── config └── imagenet_alexnet_config.py ├── imagenet └── tfrecords │ └── __init__.py └── pyimagesearch ├── __init__.py ├── callbacks ├── __init__.py └── trainingmonitor.py ├── datasets └── __init__.py ├── io └── __init__.py ├── nn ├── __init__.py ├── __init__.pyc └── conv │ ├── __init__.py │ └── __init__.pyc ├── preprocessing └── __init__.py └── utils ├── __init__.py ├── imagenethelper.py └── imagenettfrecord.py /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lonePatient/Deep_Learning_For_Computer_Vision_With_Python/HEAD/README.md -------------------------------------------------------------------------------- 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