├── .gitattributes ├── .gitignore ├── Chapter02 ├── .gitignore ├── data │ ├── test │ │ └── test_data.csv │ ├── train │ │ └── train_data.csv │ ├── val │ │ └── val_data.csv │ ├── winequality-names.txt │ ├── winequality-red.csv │ └── winequality-white.csv ├── data_prep.py ├── keras_regression.py ├── keras_regression_deeper.py └── pred_dist.jpg ├── Chapter03 ├── .gitignore ├── .idea │ ├── chapter_2.iml │ ├── encodings.xml │ ├── markdown-navigator │ │ └── profiles_settings.xml │ ├── misc.xml │ ├── modules.xml │ ├── vcs.xml │ └── workspace.xml ├── data │ ├── test │ │ └── test_data.csv │ ├── train │ │ └── train_data.csv │ └── val │ │ └── val_data.csv ├── keras_regression.py ├── keras_regression_deep_broken.py └── keras_regression_deeper.py ├── Chapter04 ├── binary_classifier.py ├── data │ ├── data.csv │ ├── test │ │ └── test_data.csv │ ├── train │ │ └── train_data.csv │ └── val │ │ └── val_data.csv ├── data_prep.py └── roc_callback.py ├── Chapter05 ├── multiclass_classifier.py ├── multiclass_classifier_dropout.py └── multiclass_classifier_l2.py ├── Chapter06 ├── hyperband-output-mnist-resultsonly.txt ├── hyperband-output-mnist.txt ├── hyperband.py ├── mnist_hyperband_search.py └── mnist_random_search.py ├── Chapter07 ├── cifar10_cnn.py └── cifar10_cnn_image_aug.py ├── Chapter08 ├── data_setup.py └── inceptionV3.py ├── Chapter09 ├── .gitattributes ├── data │ ├── .gitattributes │ └── bitcoin.csv ├── lstm_bitcoin.py ├── lstm_model.h5 └── predict_and_graph.py ├── Chapter10 ├── imdb_sentiment.py ├── newsgroup_classifier_pretrained_word_embeddings.py └── newsgroup_classifier_word_embeddings.py ├── Chapter11 ├── infer_char_seq2seq.py └── train_char_seq2seq.py ├── Chapter12 ├── dqn_BreakoutDeterministic-v4_log.json ├── dqn_BreakoutDeterministic-v4_weights.h5f ├── dqn_BreakoutDeterministic-v4_weights_1750000.h5f ├── dqn_LunarLander-v2_log.json ├── dqn_LunarLander-v2_weights.h5f ├── dqn_LunarLander-v2_weights_510000.h5f ├── dqn_breakout.py ├── dqn_breakout_test.py ├── dqn_cartpole.py ├── dqn_lunar_lander.py ├── dqn_lunar_lander_test.py └── visualize_log.py ├── Chapter13 ├── cifar_10_gan.py └── mnist_gan.py ├── LICENSE └── README.md /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Deep-Learning-Quick-Reference/HEAD/.gitattributes -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Deep-Learning-Quick-Reference/HEAD/.gitignore -------------------------------------------------------------------------------- /Chapter02/.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints* 2 | -------------------------------------------------------------------------------- /Chapter02/data/test/test_data.csv: 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