├── LICENSE ├── README.md ├── chapter10-图像描述(Image Caption) ├── Debug.ipynb ├── README.md ├── config.py ├── data.py ├── data_preprocess.py ├── demo.ipynb ├── feature_extract.py ├── img │ ├── caption-results.png │ └── example.jpeg ├── main.py ├── model.py ├── requirements.txt └── utils │ ├── __init__.py │ ├── beam_search.py │ └── visualize.py ├── chapter11-语音识别(LSTM-CTC) ├── BeamSearch.py ├── README.md ├── conf │ ├── ctc_model_setting.conf │ ├── dev_spk.list │ ├── test_spk.list │ └── train_spk.list ├── data.py ├── decoder.py ├── model.py ├── png │ ├── dev_acc.png │ ├── dev_loss.png │ └── train_loss.png ├── requirements.txt ├── run.sh ├── test.py ├── timit_data_prep.sh ├── train.py └── utils.py ├── chapter2-快速入门 ├── chapter2: PyTorch快速入门.ipynb └── imgs │ ├── Ipython-auto.png │ ├── Ipython-help.png │ ├── Jupyter主页面.png │ ├── Notebook主界面.png │ ├── autograd_Variable.png │ ├── autograd_Variable.svg │ ├── del │ ├── img1.png │ └── img2.png │ ├── install-1.png │ ├── install-2.png │ └── nn_lenet.png ├── chapter3-Tensor和autograd ├── Autograd.ipynb ├── Tensor.ipynb └── imgs │ ├── autograd_Variable.png │ ├── autograd_Variable.svg │ ├── com_graph.svg │ ├── com_graph_backward.svg │ └── tensor_data_structure.svg ├── chapter4-神经网络工具箱nn ├── chapter4.ipynb └── imgs │ ├── ResNet.png │ ├── lena.png │ ├── lena3.png │ ├── lena512.png │ ├── multi_perceptron.png │ ├── residual.png │ ├── resnet1.png │ └── trans.bkp.PNG ├── chapter5-常用工具 ├── a.png ├── chapter5.ipynb ├── data │ ├── dogcat │ │ ├── cat.12484.jpg │ │ ├── cat.12485.jpg │ │ ├── cat.12486.jpg │ │ ├── cat.12487.jpg │ │ ├── dog.12496.jpg │ │ ├── dog.12497.jpg │ │ ├── dog.12498.jpg │ │ └── dog.12499.jpg │ ├── dogcat_2 │ │ ├── cat │ │ │ ├── cat.12484.jpg │ │ │ ├── cat.12485.jpg │ │ │ ├── cat.12486.jpg │ │ │ └── cat.12487.jpg │ │ └── dog │ │ │ ├── dog.12496.jpg │ │ │ ├── dog.12497.jpg │ │ │ ├── dog.12498.jpg │ │ │ └── dog.12499.jpg │ └── dogcat_wrong │ │ ├── cat.12484.jpg │ │ ├── cat.12485.jpg │ │ ├── cat.12486.jpg │ │ ├── cat.12487.jpg │ │ ├── dog.12496.jpg │ │ ├── dog.12497.jpg │ │ ├── dog.12498.jpg │ │ ├── dog.12499.jpg │ │ └── dog.wrong.jpg ├── experimient_cnn │ ├── events.out.tfevents.1511773908.gpu2 │ ├── events.out.tfevents.1511775466.gpu2 │ ├── events.out.tfevents.1511775508.gpu2 │ ├── events.out.tfevents.1511775724.gpu2 │ └── events.out.tfevents.1511775754.gpu2 └── imgs │ ├── tensorboard.png │ ├── visdom_env_pane.png │ ├── visdom_images.png │ ├── visdom_pane.png │ ├── visdom_sinx.png │ ├── visdom_text.png │ └── visdom_update.svg ├── chapter6-实战指南 ├── PyTorch实战指南.md ├── README.md ├── checkpoints │ └── .gitkeep ├── config.py ├── data │ ├── __init__.py │ └── dataset.py ├── main.py ├── models │ ├── AlexNet.py │ ├── BasicModule.py │ ├── ResNet34.py │ └── __init__.py ├── requirements.txt └── utils │ ├── __init__.py │ └── visualize.py ├── chapter7-GAN生成动漫头像 ├── README.MD ├── checkpoints │ └── .gitkeep ├── data │ └── faces ├── dataset.py ├── main.py ├── model.py ├── requiments.txt └── visualize.py ├── 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