├── .gitignore ├── LICENSE ├── README.md ├── notebooks ├── chapter_02 │ └── 01 - A first look at a neural network.ipynb ├── chapter_03 │ ├── 01 - Binary classifier.ipynb │ ├── 02 - Multiclass classifier.ipynb │ └── 03 - Logistic regression.ipynb ├── chapter_04 │ ├── 01 - Binary classifier - mitigate overfitting.ipynb │ └── resources │ │ └── binary_class_model_validation_loss.png ├── chapter_05 │ ├── 01 - Introduction to CNN.ipynb │ ├── 02 - Using convnets with small datasets.ipynb │ ├── 03 - Using a pretrained CNN.ipynb │ ├── 04 - Visualizing what CNN learn.ipynb │ ├── datasets │ │ └── create_cats_dogs_datasets.py │ └── resources │ │ ├── creative_commons_elephant.jpg │ │ └── elephant_cam.jpg ├── chapter_06 │ ├── 01 - One-hot encoding of words or characters.ipynb │ ├── 02 - Using word embeddings.ipynb │ ├── 03 - Understanding RNNs.ipynb │ ├── 04 - Advanced use of RNNs.ipynb │ ├── 05 - Sequence processing with convnets.ipynb │ └── resources │ │ ├── RNN-basic-schema.png │ │ ├── bidirectional-RNN.png │ │ └── onehot-vs-embedding.png ├── chapter_07 │ ├── 01 - The Keras functional API.ipynb │ └── resources │ │ ├── inception-module.png │ │ ├── question-answering-model.png │ │ └── three-outputs-model.png └── chapter_08 │ ├── 01 - Text generation with LSTM.ipynb │ ├── 02 - Deep Dream.ipynb │ ├── 03 - Neural style transfer.ipynb │ ├── 04 - Variational autoencoders.ipynb │ ├── 05 - Introduction to GANs.ipynb │ ├── resources │ ├── kandinsky_style.jpg │ ├── riva.jpg │ └── vae.png │ └── results │ ├── dream_final.jpg │ └── gan │ ├── gan.h5 │ ├── generated_frog0.png │ ├── generated_frog100.png │ ├── generated_frog1000.png │ ├── generated_frog1100.png │ ├── generated_frog1200.png │ ├── generated_frog1300.png │ ├── generated_frog1400.png │ ├── generated_frog1500.png │ ├── generated_frog1600.png │ ├── generated_frog1700.png │ ├── generated_frog1800.png │ ├── generated_frog1900.png │ ├── generated_frog200.png │ ├── generated_frog2000.png │ ├── generated_frog2100.png │ ├── generated_frog2200.png │ ├── generated_frog2300.png │ ├── generated_frog2400.png │ ├── generated_frog2500.png │ ├── generated_frog2600.png │ ├── generated_frog2700.png │ ├── generated_frog2800.png │ ├── generated_frog2900.png │ ├── generated_frog300.png │ ├── generated_frog3000.png │ ├── generated_frog3100.png │ ├── generated_frog3200.png │ ├── generated_frog3300.png │ ├── generated_frog3400.png │ ├── generated_frog3500.png │ ├── generated_frog3600.png │ ├── generated_frog3700.png │ ├── generated_frog3800.png │ ├── generated_frog3900.png │ ├── generated_frog400.png │ ├── generated_frog4000.png │ ├── generated_frog4100.png │ ├── generated_frog4200.png │ ├── generated_frog4300.png │ ├── generated_frog4400.png │ ├── generated_frog4500.png │ ├── generated_frog4600.png │ ├── generated_frog4700.png │ ├── generated_frog4800.png │ ├── generated_frog4900.png │ ├── generated_frog500.png │ ├── generated_frog5000.png │ ├── generated_frog5100.png │ ├── generated_frog5200.png │ ├── generated_frog5300.png │ ├── generated_frog5400.png │ ├── generated_frog5500.png │ ├── generated_frog5600.png │ ├── generated_frog5700.png │ ├── generated_frog5800.png │ ├── generated_frog5900.png │ ├── generated_frog600.png │ ├── generated_frog6000.png │ ├── generated_frog6100.png │ ├── generated_frog6200.png │ ├── generated_frog6300.png │ ├── generated_frog6400.png │ ├── generated_frog6500.png │ ├── generated_frog6600.png │ ├── generated_frog6700.png │ ├── generated_frog6800.png │ ├── generated_frog6900.png │ ├── generated_frog700.png │ ├── generated_frog7000.png │ ├── generated_frog7100.png │ ├── generated_frog7200.png │ ├── generated_frog7300.png │ ├── generated_frog7400.png │ ├── generated_frog7500.png │ ├── generated_frog7600.png │ ├── generated_frog7700.png │ ├── generated_frog7800.png │ ├── generated_frog7900.png │ ├── generated_frog800.png │ ├── generated_frog8000.png │ ├── generated_frog8100.png │ ├── generated_frog8200.png │ ├── generated_frog8300.png │ ├── generated_frog8400.png │ ├── generated_frog8500.png │ ├── generated_frog8600.png │ ├── generated_frog8700.png │ ├── generated_frog8800.png │ ├── generated_frog8900.png │ ├── generated_frog900.png │ ├── generated_frog9000.png │ ├── generated_frog9100.png │ ├── generated_frog9200.png │ ├── generated_frog9300.png │ ├── generated_frog9400.png │ ├── generated_frog9500.png │ ├── generated_frog9600.png │ ├── generated_frog9700.png │ ├── generated_frog9800.png │ ├── generated_frog9900.png │ ├── real_frog0.png │ ├── real_frog100.png │ ├── real_frog1000.png │ ├── real_frog1100.png │ ├── real_frog1200.png │ ├── real_frog1300.png │ ├── real_frog1400.png │ ├── real_frog1500.png │ ├── real_frog1600.png │ ├── real_frog1700.png │ ├── real_frog1800.png │ ├── real_frog1900.png │ ├── real_frog200.png │ ├── real_frog2000.png │ ├── real_frog2100.png │ ├── real_frog2200.png │ ├── real_frog2300.png │ ├── real_frog2400.png │ ├── real_frog2500.png │ ├── real_frog2600.png │ ├── real_frog2700.png │ ├── real_frog2800.png │ ├── real_frog2900.png │ ├── real_frog300.png │ ├── real_frog3000.png │ ├── real_frog3100.png │ ├── real_frog3200.png │ ├── real_frog3300.png │ ├── real_frog3400.png │ ├── real_frog3500.png │ ├── real_frog3600.png │ ├── real_frog3700.png │ ├── real_frog3800.png │ ├── real_frog3900.png │ ├── real_frog400.png │ ├── real_frog4000.png │ ├── real_frog4100.png │ ├── real_frog4200.png │ ├── real_frog4300.png │ ├── real_frog4400.png │ ├── real_frog4500.png │ ├── real_frog4600.png │ ├── real_frog4700.png │ ├── real_frog4800.png │ ├── real_frog4900.png │ ├── real_frog500.png │ ├── real_frog5000.png │ ├── real_frog5100.png │ ├── real_frog5200.png │ ├── real_frog5300.png │ ├── real_frog5400.png │ ├── real_frog5500.png │ ├── real_frog5600.png │ ├── real_frog5700.png │ ├── real_frog5800.png │ ├── real_frog5900.png │ ├── real_frog600.png │ ├── real_frog6000.png │ ├── real_frog6100.png │ ├── real_frog6200.png │ ├── real_frog6300.png │ ├── real_frog6400.png │ ├── real_frog6500.png │ ├── real_frog6600.png │ ├── real_frog6700.png │ ├── real_frog6800.png │ ├── real_frog6900.png │ ├── real_frog700.png │ ├── real_frog7000.png │ ├── real_frog7100.png │ ├── real_frog7200.png │ ├── real_frog7300.png │ ├── real_frog7400.png │ ├── real_frog7500.png │ ├── real_frog7600.png │ ├── real_frog7700.png │ ├── real_frog7800.png │ ├── real_frog7900.png │ ├── real_frog800.png │ ├── real_frog8000.png │ ├── real_frog8100.png │ ├── real_frog8200.png │ ├── real_frog8300.png │ ├── real_frog8400.png │ ├── real_frog8500.png │ ├── real_frog8600.png │ ├── real_frog8700.png │ ├── real_frog8800.png │ ├── real_frog8900.png │ ├── real_frog900.png │ ├── real_frog9000.png │ ├── real_frog9100.png │ ├── real_frog9200.png │ ├── real_frog9300.png │ ├── real_frog9400.png │ ├── real_frog9500.png │ ├── real_frog9600.png │ ├── real_frog9700.png │ ├── real_frog9800.png │ └── real_frog9900.png └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- 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