├── .github └── FUNDING.yml ├── LICENSE ├── README.md ├── _config.yml └── tutorials ├── .DS_Store ├── 01-basics ├── .DS_Store ├── Autograd.ipynb ├── Getting_Started.ipynb ├── Neural_Networks.ipynb ├── Optional_Data_Parallelism.ipynb ├── example1.py ├── feedforward_neural_network │ └── main.py ├── linear_regression │ └── main.py ├── logistic_regression │ └── main.py ├── pytorch_basics │ └── main.py └── quickstart.ipynb ├── 02-intermediate ├── .DS_Store ├── Training_a_Classifier.ipynb ├── bidirectional_recurrent_neural_network │ └── main.py ├── convolutional_neural_network │ └── main.py ├── deep_residual_network │ └── main.py ├── language_model │ ├── .DS_Store │ ├── data │ │ └── train.txt │ ├── data_utils.py │ └── main.py └── recurrent_neural_network │ └── main.py ├── 03-advanced ├── .DS_Store ├── chatbot │ ├── .gitignore │ └── chatbot_tutorial.ipynb ├── finetuning_torchvision_models │ ├── .gitignore │ └── finetuning_torchvision_models_tutorial.ipynb ├── generative_adversarial_network │ └── main.py ├── image_captioning │ ├── README.md │ ├── build_vocab.py │ ├── data_loader.py │ ├── download.sh │ ├── model.py │ ├── png │ │ ├── example.png │ │ ├── image_captioning.png │ │ └── model.png │ ├── requirements.txt │ ├── resize.py │ ├── sample.py │ └── train.py ├── meta-learning │ ├── README.md │ └── mnist_demo.py ├── neural_style_transfer │ ├── README.md │ ├── main.py │ ├── png │ │ ├── content.png │ │ ├── neural_style.png │ │ ├── neural_style2.png │ │ ├── style.png │ │ ├── style2.png │ │ ├── style3.png │ │ └── style4.png │ └── requirements.txt ├── nmt │ ├── eng-fra.txt │ └── seq2seq_attention_nmt.ipynb ├── object_detection_finetuning │ ├── .gitignore │ └── torchvision_finetuning_instance_segmentation.py ├── spatial_transformer_network │ └── spatial_transformer_tutorial.ipynb └── variational_autoencoder │ └── main.py └── 04-utils ├── .DS_Store ├── OpCounter └── README.md ├── tensorboard ├── .DS_Store ├── README.md ├── gif │ └── tensorboard.gif ├── logger.py ├── main.py └── 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