├── .gitattributes ├── .idea ├── PyTorchDocs.iml ├── codeStyles │ ├── Project.xml │ └── codeStyleConfig.xml ├── dictionaries │ └── wangfei.xml ├── misc.xml ├── modules.xml ├── vcs.xml └── workspace.xml ├── Content.md ├── EigthSection ├── Deploying PyTorch in Python via a REST APIwith Flask.md ├── torchScript.md └── torchScript_in_C++.md ├── FifthSection ├── Char RNN Classification.md ├── Char RNN Generation.MD ├── Chatbot.md ├── DL_with_PyTorch.md ├── DeepLearning NLP.md ├── Dynamic_Desicion_Bi-LSTM.md ├── PyTorch_Introuction.md ├── Sequence_and_LSTM_Network.md ├── Translation_S2S Network.md ├── Word_Embedding.md └── notation │ ├── (2,4,NP).gif │ ├── (I,J,R).gif │ ├── 1.gif │ ├── 2.gif │ ├── 21.gif │ ├── AC.gif │ ├── Ad+b.gif │ ├── C.gif │ ├── D.gif │ ├── L(_theta).gif │ ├── N.gif │ ├── P.gif │ ├── P_jk.gif │ ├── ReLU.gif │ ├── Score(x,y).gif │ ├── Score(x,y)2.gif │ ├── Score_2.gif │ ├── T.gif │ ├── V.gif │ ├── _T_.gif │ ├── _V_.gif │ ├── _V_XD.gif │ ├── c_w.gif │ ├── f(g(x)).gif │ ├── f(x).gif │ ├── f(x)=.gif │ ├── g(x).gif │ ├── h_i.gif │ ├── h_t.gif │ ├── i.gif │ ├── j.gif │ ├── k.gif │ ├── log.gif │ ├── logSoftmax.gif │ ├── p(y_x).gif │ ├── phi.gif │ ├── q_w.gif │ ├── sigma(x).gif │ ├── tanh(x).gif │ ├── w.gif │ ├── w_1-w_M.gif │ ├── w_i.gif │ ├── x.gif │ ├── x_w.gif │ ├── y.gif │ ├── y_i.gif │ ├── 公式.PNG │ ├── 公式11.PNG │ ├── 公式12.PNG │ ├── 公式13.PNG │ ├── 公式15.PNG │ ├── 公式16.gif │ ├── 公式17.gif │ ├── 公式18.gif │ ├── 公式19.gif │ ├── 公式20.PNG │ ├── 公式20.gif │ ├── 公式21.PNG │ ├── 公式22.PNG │ ├── 公式23.PNG │ ├── 公式24.gif │ ├── 公式25.gif │ ├── 公式26.gif │ ├── 公式27.gif │ └── 公式4.PNG ├── FirstSection ├── InstallIutorial.md └── PyTorchIntro.md ├── Image ├── 1.PNG ├── 10：环境变量配置2.PNG ├── 11：环境变量配置3.PNG ├── 12：环境变量配置4.PNG ├── 13：环境变量配置5.PNG ├── 14：找到Anaconda Navigator.jpg ├── 15：打开Anaconda.PNG ├── 16：PyTorch安装1.PNG ├── 16：PyTorch安装2：pip下打命令.PNG ├── 17：PyTorchvision安装.PNG ├── 18：小demo运行检验是否安装成功.PNG ├── 19：conda环境下安装pytorch官网命令.jpg ├── 2.PNG ├── 20：cmd下输入命令安装（conda）.PNG ├── 21：在Jupyter下新建python文件验证.jpg ├── 21：验证代码.PNG ├── 22：验证成功截图.PNG ├── 3.PNG ├── 4.PNG ├── 5.PNG ├── 6.PNG ├── 7.PNG ├── 8.PNG ├── 9：Anaconda环境变量配置1.PNG ├── conda.PNG ├── pytorch.PNG ├── 输出01.PNG ├── 输出02.PNG ├── 输出03.PNG ├── 输出04.PNG ├── 输出05.PNG ├── 输出06.PNG ├── 输出07.PNG ├── 输出08.PNG ├── 输出09.PNG ├── 输出10.PNG ├── 输出11.PNG ├── 输出12.PNG ├── 输出13.PNG ├── 输出14.PNG ├── 输出15.PNG ├── 输出16.PNG ├── 输出17.PNG ├── 输出18.PNG ├── 输出19.PNG ├── 输出20.PNG └── 输出21.PNG ├── README.md ├── SecondSection ├── Autograd.md ├── LICENSE ├── README.md ├── Tensor.md ├── autograd_automatic_differentiation.md ├── neural_networks.md ├── optional_data_parallelism.md ├── training_a_classifier.md └── what_is_pytorch.md ├── SeventhSection ├── ReinforcementLearning.md └── notation │ ├── B.gif │ ├── Q.gif │ ├── Q_.gif │ ├── Q_s_left.gif │ ├── Q_s_right.gif │ ├── Q_sa.gif │ ├── R_t0.gif │ ├── V()=.gif │ ├── V(s)=0.gif │ ├── V_st+1.gif │ ├── delta.gif │ ├── delta_.gif │ ├── gamma.gif │ ├── 公式1.PNG │ ├── 公式2.PNG │ ├── 公式3.PNG │ ├── 公式4.PNG │ ├── 公式5.PNG │ └── 公式6.PNG ├── SixthSection ├── Dcgan.md └── notation │ ├── D(x).gif │ ├── D.gif │ ├── D_G(z).gif │ ├── G(z).gif │ ├── G.gif │ ├── P_g=P_data.gif │ ├── log(1-).gif │ ├── log(1-D(G(x))).gif │ ├── log(1-x).gif │ ├── log(x).gif │ ├── log+log(1-).gif │ ├── log+log_DGz.gif │ ├── logD(x).gif │ ├── log_DGz.gif │ ├── p_data.gif │ ├── p_g.gif │ ├── x.gif │ ├── z.gif │ ├── 公式1.PNG │ └── 公式2.PNG ├── ThirdSection ├── DataLoding.md ├── DeployingSeq2SeqModelwithHybridFrontend.MD ├── LearningPyTorch.md ├── SaveModel.md ├── TransferLearning.md └── image │ ├── 5.png │ ├── landmarked_face2.png │ ├── sphx_glr_data_loading_tutorial_001.png │ ├── sphx_glr_data_loading_tutorial_002.png │ ├── sphx_glr_data_loading_tutorial_003.png │ └── sphx_glr_data_loading_tutorial_004.png └── fourSection ├── AdversarialExampleGene.md ├── FinetuningTorchVisionModel.md ├── NeuralTransfer.md ├── ONNX.md ├── ObjectDetectionFinetuning.md ├── SpatialTranNet.md ├── image ├── 01.png ├── 02.png ├── 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