├── .gitignore ├── Chapter02 ├── .ipynb_checkpoints │ ├── 2.Building Blocks Of Neural Networks-checkpoint.ipynb │ └── 2.Building Blocks Of Neural Networks_completed-checkpoint.ipynb ├── 2.Building Blocks Of Neural Networks.ipynb └── 2.Building Blocks Of Neural Networks_completed.ipynb ├── Chapter03 ├── 3.Diving_deep_into_Neural_Networks.ipynb ├── 3.Diving_deep_into_Neural_Networks_completed.ipynb ├── Image_Classification_Dogs_and_Cats.ipynb └── Image_Classification_Dogs_and_Cats_completed.ipynb ├── Chapter04 ├── Playing_with_model_complexity_and_regularising_models.ipynb └── Playing_with_model_complexity_and_regularising_models_completed.ipynb ├── Chapter05 ├── ImageClassificationDogsandCats.ipynb ├── ImageClassificationDogsandCats_completed.ipynb ├── Understanding_Convolutions_and_building_an_MNIST_image_classifier.ipynb ├── Understanding_Convolutions_and_building_an_MNIST_image_classifier_completed.ipynb └── sam.txt ├── Chapter06 ├── IMDB_LSTM_with_batching.ipynb ├── IMDB_LSTM_with_batching_completed.ipynb ├── IMDB_with_1d_Convolutions.ipynb ├── IMDB_with_1d_Convolutions_completed.ipynb ├── IMDB_with_and_without_pretrained_Embeddings.ipynb └── IMDB_with_and_without_pretrained_Embeddings_completed.ipynb ├── Chapter07 ├── GAN │ ├── DCGAN.ipynb │ ├── DCGAN_completed.ipynb │ └── output │ │ ├── fake_samples_epoch_000.png │ │ ├── fake_samples_epoch_001.png │ │ ├── fake_samples_epoch_002.png │ │ ├── fake_samples_epoch_003.png │ │ ├── fake_samples_epoch_004.png │ │ ├── fake_samples_epoch_005.png │ │ ├── fake_samples_epoch_006.png │ │ ├── fake_samples_epoch_007.png │ │ ├── fake_samples_epoch_008.png │ │ ├── fake_samples_epoch_009.png │ │ ├── fake_samples_epoch_010.png │ │ ├── fake_samples_epoch_011.png │ │ ├── fake_samples_epoch_012.png │ │ ├── fake_samples_epoch_013.png │ │ ├── fake_samples_epoch_014.png │ │ ├── fake_samples_epoch_015.png │ │ ├── fake_samples_epoch_016.png │ │ ├── fake_samples_epoch_017.png │ │ ├── fake_samples_epoch_018.png │ │ ├── fake_samples_epoch_019.png │ │ ├── fake_samples_epoch_020.png │ │ ├── fake_samples_epoch_021.png │ │ ├── fake_samples_epoch_022.png │ │ ├── fake_samples_epoch_023.png │ │ ├── fake_samples_epoch_024.png │ │ └── real_samples.png ├── LanguageModeling │ ├── LanguageModeling_using_torchtext.ipynb │ └── LanguageModeling_using_torchtext_completed.ipynb └── StyleTransfer │ ├── Images │ ├── amrut1.jpg │ └── vangogh_starry_night.jpg │ ├── Style_transfer.ipynb │ └── Style_transfer_completed.ipynb ├── Chapter08 ├── Creating_basic_resnet_and_inception_blocks.ipynb ├── Creating_basic_resnet_and_inception_blocks_completed.ipynb ├── DogsAndCatsUsingInception.ipynb ├── DogsAndCatsUsingInception_completed.ipynb ├── DogsandCatsUsingDenseNet.ipynb ├── DogsandCatsUsingResnet.ipynb ├── DogsandCatsUsingResnet_completed.ipynb └── ensembles │ ├── Ensemble_Dogs_and_cats.ipynb │ └── Ensemble_Dogs_and_cats_completed.ipynb ├── LICENSE ├── README.md └── images ├── B09301_03_12.jpg └── taewan.jpg /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/.gitignore -------------------------------------------------------------------------------- /Chapter02/.ipynb_checkpoints/2.Building Blocks Of Neural Networks-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter02/.ipynb_checkpoints/2.Building Blocks Of Neural Networks-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter02/.ipynb_checkpoints/2.Building Blocks Of Neural Networks_completed-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter02/.ipynb_checkpoints/2.Building Blocks Of Neural Networks_completed-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter02/2.Building Blocks Of Neural Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter02/2.Building Blocks Of Neural Networks.ipynb -------------------------------------------------------------------------------- /Chapter02/2.Building Blocks Of Neural Networks_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter02/2.Building Blocks Of Neural Networks_completed.ipynb -------------------------------------------------------------------------------- /Chapter03/3.Diving_deep_into_Neural_Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter03/3.Diving_deep_into_Neural_Networks.ipynb -------------------------------------------------------------------------------- /Chapter03/3.Diving_deep_into_Neural_Networks_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter03/3.Diving_deep_into_Neural_Networks_completed.ipynb -------------------------------------------------------------------------------- /Chapter03/Image_Classification_Dogs_and_Cats.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter03/Image_Classification_Dogs_and_Cats.ipynb -------------------------------------------------------------------------------- /Chapter03/Image_Classification_Dogs_and_Cats_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter03/Image_Classification_Dogs_and_Cats_completed.ipynb -------------------------------------------------------------------------------- /Chapter04/Playing_with_model_complexity_and_regularising_models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter04/Playing_with_model_complexity_and_regularising_models.ipynb -------------------------------------------------------------------------------- /Chapter04/Playing_with_model_complexity_and_regularising_models_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter04/Playing_with_model_complexity_and_regularising_models_completed.ipynb -------------------------------------------------------------------------------- /Chapter05/ImageClassificationDogsandCats.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter05/ImageClassificationDogsandCats.ipynb -------------------------------------------------------------------------------- /Chapter05/ImageClassificationDogsandCats_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter05/ImageClassificationDogsandCats_completed.ipynb -------------------------------------------------------------------------------- /Chapter05/Understanding_Convolutions_and_building_an_MNIST_image_classifier.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter05/Understanding_Convolutions_and_building_an_MNIST_image_classifier.ipynb -------------------------------------------------------------------------------- /Chapter05/Understanding_Convolutions_and_building_an_MNIST_image_classifier_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter05/Understanding_Convolutions_and_building_an_MNIST_image_classifier_completed.ipynb -------------------------------------------------------------------------------- /Chapter05/sam.txt: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Chapter06/IMDB_LSTM_with_batching.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter06/IMDB_LSTM_with_batching.ipynb -------------------------------------------------------------------------------- /Chapter06/IMDB_LSTM_with_batching_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter06/IMDB_LSTM_with_batching_completed.ipynb -------------------------------------------------------------------------------- /Chapter06/IMDB_with_1d_Convolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter06/IMDB_with_1d_Convolutions.ipynb -------------------------------------------------------------------------------- /Chapter06/IMDB_with_1d_Convolutions_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter06/IMDB_with_1d_Convolutions_completed.ipynb -------------------------------------------------------------------------------- /Chapter06/IMDB_with_and_without_pretrained_Embeddings.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter06/IMDB_with_and_without_pretrained_Embeddings.ipynb -------------------------------------------------------------------------------- /Chapter06/IMDB_with_and_without_pretrained_Embeddings_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter06/IMDB_with_and_without_pretrained_Embeddings_completed.ipynb -------------------------------------------------------------------------------- /Chapter07/GAN/DCGAN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/DCGAN.ipynb -------------------------------------------------------------------------------- /Chapter07/GAN/DCGAN_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/DCGAN_completed.ipynb -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_000.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_000.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_001.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_001.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_002.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_002.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_003.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_003.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_004.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_004.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_005.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_005.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_006.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_006.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_007.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_007.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_008.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_008.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_009.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_009.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_010.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_010.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_011.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_011.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_012.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_012.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_013.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_013.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_014.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_014.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_015.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_015.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_016.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_016.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_017.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_017.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_018.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_018.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_019.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_019.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_020.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_020.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_021.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_021.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_022.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_022.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_023.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_023.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/fake_samples_epoch_024.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/fake_samples_epoch_024.png -------------------------------------------------------------------------------- /Chapter07/GAN/output/real_samples.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/GAN/output/real_samples.png -------------------------------------------------------------------------------- /Chapter07/LanguageModeling/LanguageModeling_using_torchtext.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/LanguageModeling/LanguageModeling_using_torchtext.ipynb -------------------------------------------------------------------------------- /Chapter07/LanguageModeling/LanguageModeling_using_torchtext_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/LanguageModeling/LanguageModeling_using_torchtext_completed.ipynb -------------------------------------------------------------------------------- /Chapter07/StyleTransfer/Images/amrut1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/StyleTransfer/Images/amrut1.jpg -------------------------------------------------------------------------------- /Chapter07/StyleTransfer/Images/vangogh_starry_night.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/StyleTransfer/Images/vangogh_starry_night.jpg -------------------------------------------------------------------------------- /Chapter07/StyleTransfer/Style_transfer.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/StyleTransfer/Style_transfer.ipynb -------------------------------------------------------------------------------- /Chapter07/StyleTransfer/Style_transfer_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter07/StyleTransfer/Style_transfer_completed.ipynb -------------------------------------------------------------------------------- /Chapter08/Creating_basic_resnet_and_inception_blocks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/Creating_basic_resnet_and_inception_blocks.ipynb -------------------------------------------------------------------------------- /Chapter08/Creating_basic_resnet_and_inception_blocks_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/Creating_basic_resnet_and_inception_blocks_completed.ipynb -------------------------------------------------------------------------------- /Chapter08/DogsAndCatsUsingInception.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/DogsAndCatsUsingInception.ipynb -------------------------------------------------------------------------------- /Chapter08/DogsAndCatsUsingInception_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/DogsAndCatsUsingInception_completed.ipynb -------------------------------------------------------------------------------- /Chapter08/DogsandCatsUsingDenseNet.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/DogsandCatsUsingDenseNet.ipynb -------------------------------------------------------------------------------- /Chapter08/DogsandCatsUsingResnet.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/DogsandCatsUsingResnet.ipynb -------------------------------------------------------------------------------- /Chapter08/DogsandCatsUsingResnet_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/DogsandCatsUsingResnet_completed.ipynb -------------------------------------------------------------------------------- /Chapter08/ensembles/Ensemble_Dogs_and_cats.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/ensembles/Ensemble_Dogs_and_cats.ipynb -------------------------------------------------------------------------------- /Chapter08/ensembles/Ensemble_Dogs_and_cats_completed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/Chapter08/ensembles/Ensemble_Dogs_and_cats_completed.ipynb -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/README.md -------------------------------------------------------------------------------- /images/B09301_03_12.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/images/B09301_03_12.jpg -------------------------------------------------------------------------------- /images/taewan.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/taewanme/DL_With_PyTorch/HEAD/images/taewan.jpg --------------------------------------------------------------------------------