├── Archived ├── 01_DeepForwardNN │ ├── 01_LinearRegression │ │ ├── main_sk.py │ │ └── main_torch.py │ ├── 02_SinxFitting │ │ └── main.py │ ├── 03_APILinear │ │ └── main.py │ ├── 04_SoftmaxClassification │ │ ├── constructDataset.py │ │ ├── loadFashionMINIST.py │ │ └── softmax.py │ ├── 05_APICrossEntropyLoss │ │ ├── crossEntropy.py │ │ └── softmaxCla.py │ ├── 06_MultiLayerNN │ │ └── main.py │ ├── 07_BackPropagation │ │ ├── check_grad.py │ │ └── mnistCla.py │ └── README.md ├── 02_ConvolutionalNN │ ├── 01_CNNOP │ │ ├── 01_CnnOpSingleFilter.py │ │ ├── 02_CnnOpMultiFilters.py │ │ └── 03_CnnPooling.py │ ├── 02_LeNet5 │ │ ├── LeNet5.py │ │ └── train.py │ ├── 03_AlexNet │ │ ├── AlexNet.py │ │ └── train.py │ ├── 04_VGG │ │ ├── train.py │ │ └── vgg.py │ ├── 05_NIN │ │ ├── nin.py │ │ └── train.py │ ├── 06_GoogLeNet │ │ ├── googlenet.py │ │ └── train.py │ ├── 07_BN │ │ ├── LeNet5.py │ │ ├── batch_normalization.py │ │ ├── bn_can_converge_fastly.py │ │ ├── bn_can_converge_fastly_plot.py │ │ ├── bn_can_obtain_more_stable_feature_map.py │ │ ├── bn_can_obtain_more_stable_feature_map_plot.py │ │ ├── bn_can_regularize_model.py │ │ ├── bn_can_regularize_model_plot.py │ │ ├── bn_can_use_higher_learning_rate.py │ │ ├── bn_can_use_higher_learning_rate_plot.py │ │ ├── pic_1_sigmoid.py │ │ └── pic_3_batchn.py │ └── README.md ├── 03_RcurrentNN │ ├── 01_DataPreprocess │ │ ├── 01_build_vocabulary.py │ │ ├── 02_build_sentence_classification_dataloader.py │ │ ├── 03_build_parallel_dataloader.py │ │ ├── data_01.txt │ │ ├── data_02.txt │ │ ├── train_.de │ │ └── train_.en │ └── README.md ├── 04_ModelTraining │ ├── 01_TrainAndSave │ │ ├── LeNet5.py │ │ └── train.py │ ├── 02_LoadForInference │ │ ├── LeNet5.py │ │ ├── MODEL │ │ │ └── model.pt │ │ └── inference.py │ ├── 03_LoadForTrain │ │ ├── LeNet5.py │ │ ├── MODEL │ │ │ └── model.pt │ │ └── train.py │ ├── 04_LoadForTransfer │ │ ├── LeNet6.py │ │ ├── MODEL │ │ │ ├── model.pt │ │ │ └── model_new.pt │ │ ├── inference_without_train.py │ │ └── train.py │ ├── 05_CustomizedLrScheduler │ │ ├── LeNet5.py │ │ └── train.py │ ├── 06_TensorboardUsage │ │ ├── LeNet5.py │ │ ├── dufu.png │ │ ├── examples.py │ │ └── train.py │ └── README.md ├── 05_Transformer │ ├── 01_TransformerTranslation │ │ └── README.md │ ├── 02_TransformerClassification │ │ └── README.md │ ├── 03_TransformerCouplet │ │ └── README.md │ └── README.md ├── README.md └── requirements.txt ├── Code ├── Chapter03 │ ├── C01_OP │ │ └── main.py │ ├── C02_HousePrice │ │ └── main.py │ ├── C03_Trapezoid │ │ └── main.py │ ├── C04_GradientDescent │ │ └── main.py │ ├── C05_MultiLayerReg │ │ └── main.py │ ├── C06_OneVsAll │ │ └── main.py │ ├── C07_DigitVisualization │ │ └── main.py │ ├── C08_SGDVisualization │ │ └── main.py │ ├── C09_DataLoader │ │ └── main.py │ ├── C10_CrossEntropy │ │ └── main.py │ ├── C11_DigitClassification │ │ └── main.py │ ├── C12_MultiLayerCla │ │ └── main.py │ ├── C13_RegMetircs │ │ └── main.py │ ├── C14_ClaMetrics │ │ └── main.py │ ├── C15_Overfitting │ │ └── main.py │ ├── C16_L2Regularization │ │ └── main.py │ ├── C17_Dropout │ │ └── main.py │ ├── C18_HyperParams │ │ ├── main.py │ │ └── visual.py │ ├── C19_Activation │ │ └── main.py │ └── C20_MultiLabel │ │ ├── multi_label_loss.py │ │ └── multi_label_metrics.py ├── Chapter04 │ ├── C01_CNNOP │ │ ├── E01_single_channel_single_filter.py │ │ ├── E02_single_channel_multi_filters.py │ │ ├── E03_multi_channels_single_filter.py │ │ ├── E04_multi_channels_multi_filters.py │ │ └── E05_pooling.py │ ├── C02_PaddingPooling │ │ ├── main.py │ │ └── pooling.py │ ├── C03_LeNet5 │ │ ├── LeNet5.py │ │ └── train.py │ ├── C04_AlexNet │ │ ├── AlexNet.py │ │ ├── FashionMNISTVisual.py │ │ ├── img_augmentation.py │ │ ├── loss_plot.py │ │ └── train.py │ ├── C05_VGG │ │ ├── CIFAR10Visual.py │ │ ├── VGG.py │ │ └── train.py │ ├── C06_NIN │ │ ├── NIN.py │ │ └── train.py │ ├── C07_GoogLeNet │ │ ├── GoogLeNet.py │ │ └── train.py │ ├── C08_ResNet │ │ ├── ResNet.py │ │ └── train.py │ └── C09_DenseNet │ │ ├── DenseNet.py │ │ └── train.py ├── Chapter05 │ ├── C01_ConfigManage │ │ ├── E01_Params.py │ │ ├── E02_Config.py │ │ ├── E03_LoadConfig.py │ │ └── config.json │ ├── C02_LogManage │ │ ├── classA.py │ │ ├── classB.py │ │ ├── log_manage.py │ │ ├── main.py │ │ └── model_config.py │ ├── C03_TensorboardUsage │ │ ├── dufu.png │ │ ├── main.py │ │ └── train.py │ ├── C04_ModelSaving │ │ ├── E01_CheckParams.py │ │ ├── lenet5.pt │ │ └── train.py │ ├── C05_ModelTrans │ │ ├── LeNet6.py │ │ ├── lenet6.pt │ │ ├── plot.py │ │ └── train.py │ ├── C06_PretrainedModel │ │ ├── ResNet18.py │ │ └── train.py │ ├── C07_MultiGPUs │ │ └── train.py │ └── C08_DataCache │ │ ├── decorator.py │ │ └── main.py ├── Chapter06 │ ├── C01_LearningRate │ │ └── mian.py │ ├── C02_GradClip │ │ ├── main.py │ │ └── train.py │ ├── C03_BN │ │ ├── LeNet5.py │ │ ├── batch_normalization.py │ │ ├── bn_can_converge_fastly_plot.py │ │ ├── bn_compute.py │ │ ├── train.py │ │ └── var.py │ ├── C04_LN │ │ ├── layer_normalization.py │ │ └── ln_compute.py │ ├── C05_GN │ │ ├── gn_compute.py │ │ └── group_normalization.py │ ├── C06_Momentum │ │ └── main.py │ └── C07_Init │ │ ├── main.py │ │ └── visual.py ├── Chapter07 │ ├── C01_RNN │ │ └── main.py │ ├── C02_RNNImgCla │ │ ├── FashionMNISTRNN.py │ │ └── train.py │ ├── C03_RNNNewsCla │ │ ├── NewsRNN.py │ │ ├── one_hot.py │ │ └── train.py │ ├── C04_LSTM │ │ └── main.py │ ├── C05_GRU │ │ └── main.py │ ├── C06_BiLSTM │ │ └── main.py │ └── C07_CharRNNPoetry │ │ ├── CharRNN.py │ │ ├── doPoetry.py │ │ └── train.py ├── Chapter08 │ ├── C01_TextCNN │ │ ├── TextCNN.py │ │ ├── jieba_usage.py │ │ └── train.py │ ├── C02_TextRNN │ │ ├── TextRNN.py │ │ └── train.py │ ├── C03_CLSTM │ │ ├── CLSTM.py │ │ └── train.py │ ├── C04_BiLSTMCNN │ │ ├── BiLSTMCNN.py │ │ └── train.py │ ├── C05_ConvLSTM │ │ ├── ConvLSTM.py │ │ ├── main.py │ │ └── train.py │ ├── C06_3DCNN │ │ ├── KTH3DCNN.py │ │ ├── main.py │ │ └── train.py │ └── C07_STResNet │ │ ├── STResNet.py │ │ └── train.py ├── Chapter09 │ ├── C01_Word2Vec │ │ ├── main.py │ │ └── visualization.py │ ├── C02_Gensim │ │ └── train.py │ ├── C03_GloVe │ │ └── main.py │ ├── C04_Word2VecCla │ │ ├── TextCNN.py │ │ ├── glove_embedding.py │ │ └── train.py │ ├── C05_FastText │ │ ├── main.py │ │ ├── text_cla.py │ │ └── train.py │ ├── C06_Seq2Seq │ │ └── bleu_usage.py │ ├── C07_NMT │ │ └── README.md │ └── C08_TextRNNAtt │ │ ├── TextRNN.py │ │ └── train.py ├── Chapter10 │ ├── C01_ELMo │ │ ├── ELMo.py │ │ └── test.py │ ├── C02_AllenELMo │ │ ├── ELMoClassification.py │ │ └── train.py │ ├── C03_Transformer │ │ └── README.md │ ├── C04_BERT │ │ └── README.md │ ├── C05_ToyGPT │ │ └── README.md │ ├── C06_Prompt │ │ ├── OwlForestAdventure.md │ │ ├── images │ │ │ ├── 231209201851.jpg │ │ │ ├── 231209201852.jpg │ │ │ ├── 231209201853.jpg │ │ │ ├── 231209201854.jpg │ │ │ ├── 231209201855.jpg │ │ │ ├── 231209201856.jpg │ │ │ ├── 231209201857.jpg │ │ │ ├── 231209201858.jpg │ │ │ ├── 231209201859.jpg │ │ │ └── 231209201860.jpg │ │ └── prompts.md │ ├── C07_BaiChuan2 │ │ ├── Baichuan2_7B_Chat │ │ │ ├── README.md │ │ │ ├── config.json │ │ │ ├── configuration_baichuan.py │ │ │ ├── generation_config.json │ │ │ ├── generation_utils.py │ │ │ ├── modeling_baichuan.py │ │ │ ├── past_key_value_1.jpg │ │ │ ├── past_key_value_2.jpg │ │ │ ├── quantizer.py │ │ │ ├── special_tokens_map.json │ │ │ ├── tokenization_baichuan.py │ │ │ ├── tokenizer.model │ │ │ └── tokenizer_config.json │ │ ├── chat_demo.py │ │ ├── cli_demo.py │ │ ├── ex_decode_cache.py │ │ ├── requirements.txt │ │ ├── test.py │ │ └── web_demo.py │ └── C08_Baichuan2FineTune │ │ ├── Baichuan2_7B_Base │ │ ├── config.json │ │ ├── configuration_baichuan.py │ │ ├── generation_utils.py │ │ ├── modeling_baichuan.py │ │ ├── pytorch_model.bin.index.json │ │ ├── special_tokens_map.json │ │ ├── tokenization_baichuan.py │ │ ├── tokenizer.model │ │ └── tokenizer_config.json │ │ ├── data │ │ ├── belle_chat_ramdon_10k.json │ │ └── test_data.json │ │ ├── ds_config.json │ │ ├── fine_tune.py │ │ ├── requirements.txt │ │ └── test_load_dataset.py ├── data │ ├── MR │ │ ├── format.py │ │ ├── rt-polarity.neg │ │ ├── rt-polarity.pos │ │ ├── rt-polaritydata.README.1.0.txt │ │ ├── rt_test.txt │ │ ├── rt_train.txt │ │ └── rt_val.txt │ ├── Pretrained │ │ ├── README.md │ │ └── glove6b │ ├── README.md │ ├── SougoNews.zip │ ├── TaxiBJ │ ├── dufu.png │ ├── kth │ ├── peotry_tang │ │ ├── poet.tang.0.json │ │ ├── poet.tang.1000.json │ │ ├── poet.tang.10000.json │ │ ├── poet.tang.11000.json │ │ ├── poet.tang.12000.json │ │ ├── poet.tang.13000.json │ │ ├── poet.tang.14000.json │ │ ├── poet.tang.15000.json │ │ ├── poet.tang.16000.json │ │ ├── poet.tang.17000.json │ │ ├── poet.tang.18000.json │ │ ├── poet.tang.19000.json │ │ ├── poet.tang.2000.json │ │ ├── poet.tang.20000.json │ │ ├── poet.tang.21000.json │ │ ├── poet.tang.22000.json │ │ ├── poet.tang.23000.json │ │ ├── poet.tang.24000.json │ │ ├── poet.tang.25000.json │ │ ├── poet.tang.26000.json │ │ ├── poet.tang.27000.json │ │ ├── poet.tang.28000.json │ │ ├── poet.tang.29000.json │ │ ├── poet.tang.3000.json │ │ ├── poet.tang.30000.json │ │ ├── poet.tang.31000.json │ │ ├── poet.tang.32000.json │ │ ├── poet.tang.33000.json │ │ ├── poet.tang.34000.json │ │ ├── poet.tang.35000.json │ │ ├── poet.tang.36000.json │ │ ├── poet.tang.37000.json │ │ ├── poet.tang.38000.json │ │ ├── poet.tang.39000.json │ │ ├── poet.tang.4000.json │ │ ├── poet.tang.40000.json │ │ ├── poet.tang.41000.json │ │ ├── poet.tang.42000.json │ │ ├── poet.tang.43000.json │ │ ├── poet.tang.44000.json │ │ ├── poet.tang.45000.json │ │ ├── poet.tang.46000.json │ │ ├── poet.tang.47000.json │ │ ├── poet.tang.48000.json │ │ ├── poet.tang.49000.json │ │ ├── poet.tang.5000.json │ │ ├── poet.tang.50000.json │ │ ├── poet.tang.51000.json │ │ ├── poet.tang.52000.json │ │ ├── poet.tang.53000.json │ │ ├── poet.tang.54000.json │ │ ├── poet.tang.55000.json │ │ ├── poet.tang.56000.json │ │ ├── poet.tang.57000.json │ │ ├── poet.tang.6000.json │ │ ├── poet.tang.7000.json │ │ ├── poet.tang.8000.json │ │ └── poet.tang.9000.json │ └── toutiao │ │ ├── format_for_fasttext.py │ │ ├── toutiao_test.txt │ │ ├── toutiao_test_fasttext.txt │ │ ├── toutiao_train.txt │ │ ├── toutiao_train_fasttext.txt │ │ ├── toutiao_val.txt │ │ └── toutiao_val_fasttext.txt ├── gpu_test.py ├── requirements_py39.txt ├── test │ ├── test_load_SougoNews.py │ ├── test_load_mr.py │ ├── test_load_mr4elmo.py │ └── test_load_taxiBJ.py └── utils │ ├── __init__.py │ ├── data_helper.py │ ├── log_manage.py │ └── tools.py ├── README.md └── imgs ├── 20250327221901.jpg ├── 240323220831.jpg ├── 240323220906.jpg ├── 240323220922.jpg ├── 240323220942.jpg ├── 240323220959.jpg ├── 240323221023.jpg ├── 240323221038.jpg ├── 240323221052.jpg ├── 240323221105.jpg ├── 240323221119.jpg ├── 240323221133.jpg ├── 240323221146.jpg ├── 240323221208.jpg ├── 240323221224.jpg ├── 240323221237.jpg ├── 240323221300.jpg ├── 240323221317.jpg └── 750.jpg 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