├── .gitignore ├── 00_no_deep_ml ├── adaboost.ipynb ├── clf_euc_dist.ipynb ├── clf_mahal_dist.ipynb ├── draw_graph.ipynb ├── kNN.ipynb ├── linear_svm.ipynb ├── materials_info.ipynb ├── nonliear_svm.ipynb └── random_forest.ipynb ├── 00_tutorial ├── operation_check.ipynb └── python_and_numpy.ipynb ├── 01_dnn_scratch ├── MLP_XOR.ipynb ├── Perceptron_AND.ipynb ├── batchnorm.ipynb ├── cnn_mnist.ipynb ├── dropout.ipynb ├── im2col.ipynb ├── mlp_bernoulli.ipynb ├── mlp_bernoulli_minibatch.ipynb ├── mlp_mnist.ipynb ├── optimization.ipynb └── unused_notebooks │ ├── 09_cnn.ipynb │ ├── 10_augmentation.ipynb │ └── 11_parameter_search.ipynb ├── 02_dnn_simple_pytorch ├── CIFAR_CNN.ipynb ├── CIFAR_CNN_MYDATASET.ipynb ├── CIFAR_CNN_v2.ipynb ├── MNIST_CNN.ipynb ├── MNIST_CNN_v2.ipynb ├── MNIST_CNN_v3.ipynb ├── MNIST_MLP.ipynb ├── augmentation.ipynb ├── dataloader.ipynb ├── existing_dataset.ipynb ├── loss_func.ipynb ├── parameter_search.ipynb └── unused_notebooks │ └── cnn_pytorch.ipynb ├── 11_cnn_pytorch ├── 02_4_grad_cam.ipynb ├── 02_5_FT_and_TL.ipynb ├── 02_cam.ipynb ├── 03_resnet.ipynb ├── 04_senet.ipynb ├── 05_abn.ipynb ├── 06_efficientnet.ipynb ├── 07_single_shot_multibox_detector.ipynb ├── 08_segnet.ipynb ├── 09_multitask_fundamental.ipynb ├── 10_knowledge_distillation.ipynb ├── 10_multitask_applied_mtdssd.ipynb ├── 11_deep_mutual_learning.ipynb ├── 13_semi_supervised_learning.ipynb ├── 14_self_supervised_learning.ipynb ├── 15_pruning.ipynb ├── cifar100_resnet.ipynb └── cifar100_resnet_v2.ipynb ├── 12_gan ├── Diffusion_Model.ipynb ├── anomaly_detection_vae.ipynb ├── autoencoder.ipynb ├── big_gan.ipynb ├── conditional_dcgan.ipynb ├── conditional_gan.ipynb ├── cycle_gan.ipynb ├── dcgan.ipynb ├── denoising_diffusion_probabilistic_model.ipynb ├── gan.ipynb ├── latent_diffusion_model.ipynb ├── old_notebooks │ └── 01_Variational_autoencoder.ipynb ├── style_gan.ipynb └── variational_autoencoder.ipynb ├── 13_rnn ├── 01_03_RNN.ipynb ├── 04_Seq2Seq.ipynb ├── 05_Attention.ipynb ├── 05_Attention_alpha.ipynb ├── 06_Transformer.ipynb ├── 07_ConvLSTM.ipynb ├── RNN_bitcoin.ipynb ├── images │ ├── dec_pad.jpg │ ├── enc_pad.jpg │ ├── scaled-mh-attentions.jpg │ ├── self-and-st-attentions.jpg │ └── transformer.jpg ├── seq2seq.ipynb └── unused_notebooks │ └── 04_Seq2seq.ipynb ├── 14_rl ├── 00_Q_Learning.ipynb ├── 01_Deep_Q_Network.ipynb ├── 02_Policy_gradient.ipynb ├── 03_Actor_Critic.ipynb ├── 04_Mask_Attention.ipynb └── 05_Deep_Q_Network_application.ipynb ├── 15_gcn ├── 01_graph.ipynb ├── 02_node_classification_GCN.ipynb ├── 03_action_recognition_ST_GCN.ipynb ├── 04_action_recognition_STA-GCN.ipynb └── 05_graph_generation_DGMG.ipynb ├── 16_transformer └── BERT_classification_BANKING77.ipynb ├── 17_vit ├── 01_vit.ipynb ├── 02_mae.ipynb ├── 03_clip.ipynb └── 04_mllm.ipynb ├── 20_workbook ├── ProgramWorkBook_CSVFile.ipynb └── ProgramWorkBook_ImageClassfication.ipynb ├── 99_others └── Introduction_to_Optuna.ipynb └── README.md /.gitignore: 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