├── .gitignore ├── FP ├── Presentation_slides.pdf ├── README.md └── src │ ├── data │ ├── build_datasets.py │ ├── preprocess.py │ └── statistics.py │ ├── demo.py │ ├── main.py │ ├── models │ └── load_model.py │ ├── others │ ├── args.py │ ├── processes.py │ └── utils.py │ ├── pipelines │ ├── build_trainer.py │ └── trainer.py │ └── scripts │ ├── demo.sh │ └── script.sh ├── Lab1 ├── 2022spring_NYCUDLP_LAB1.pptx └── README.md ├── Lab2 ├── Lab2-Backpropagation.pdf ├── Lab2-Backpropagation.pptx ├── Lab2_Report.pdf ├── README.md ├── result │ ├── exp.txt │ ├── image │ │ ├── linear_loss.png │ │ ├── linear_result.png │ │ ├── relu.png │ │ ├── sigmoid.png │ │ ├── xor_loss.png │ │ └── xor_result.png │ └── screenshot │ │ ├── linear_logits_0.jpg │ │ ├── linear_logits_1.jpg │ │ ├── linear_logits_2.jpg │ │ ├── linear_logits_3.jpg │ │ ├── linear_process.png │ │ ├── xor_logits.png │ │ └── xor_process.png └── src │ ├── data │ └── loader.py │ ├── main.py │ ├── models │ ├── layer.py │ ├── model.py │ └── trainer.py │ ├── others │ └── reporter.py │ └── script.sh ├── Lab3 ├── Lab3-Guide.pptx ├── Lab3-TD.pdf ├── Lab3_Report.pdf ├── README.md ├── figure │ ├── max │ │ ├── all_lrs.png │ │ ├── all_tuples.png │ │ └── lr0.1.png │ ├── mean │ │ ├── all_lrs.png │ │ ├── all_tuples.png │ │ └── lr0.1.png │ └── win_rate_2048 │ │ ├── all_lrs.png │ │ ├── all_tuples.png │ │ └── lr0.1.png ├── result │ ├── lr0.0025 │ │ └── statistic.txt │ ├── lr0.01 │ │ └── statistic.txt │ ├── lr0.05 │ │ └── statistic.txt │ ├── lr0.1 │ │ └── statistic.txt │ ├── ori+tuple1 │ │ └── statistic.txt │ ├── ori │ │ └── statistic.txt │ ├── tuple1 │ │ └── statistic.txt │ └── tuple2 │ │ └── statistic.txt └── src │ ├── 2048_main │ ├── 2048 │ ├── 2048.cpp │ └── progressbar.hpp │ ├── compile.sh │ ├── demo.sh │ ├── others │ └── plot.py │ ├── plot.sh │ └── train.sh ├── Lab4-1 ├── Lab4-1-EEG_classfication.pdf ├── Lab4-1-EEG_classification.pptx ├── Lab4-1_Report.pdf ├── README.md ├── dataset │ ├── S4b_test.npz │ ├── S4b_train.npz │ ├── X11b_test.npz │ ├── X11b_train.npz │ └── sample.png ├── result │ ├── DeepConvNet_lr1.0E-02.png │ ├── DeepConvNet_lr1.0E-03.png │ ├── DeepConvNet_lr1.0E-04.png │ ├── DeepConvNet_lr2.0E-03.png │ ├── DeepConvNet_lr2.0E-04.png │ ├── DeepConvNet_lr5.0E-03.png │ ├── DeepConvNet_lr5.0E-04.png │ ├── EEGNet_lr1.0E-02.png │ ├── EEGNet_lr1.0E-03.png │ ├── EEGNet_lr1.0E-04.png │ ├── EEGNet_lr2.0E-03.png │ ├── EEGNet_lr2.0E-04.png │ ├── EEGNet_lr5.0E-03.png │ ├── EEGNet_lr5.0E-04.png │ ├── activations.png │ └── best.txt └── src │ ├── data │ └── dataloader.py │ ├── main.py │ ├── models │ ├── DeepConvNet.py │ ├── EEGNet.py │ └── build_model.py │ ├── others │ └── plot_act.py │ ├── pipelines │ └── trainer.py │ └── script.sh ├── Lab4-2 ├── Lab4-2-Diabetic retinopathy detection.pdf ├── Lab4-2_Diabetic retinopathy detection.pptx ├── Lab4-2_Report.pdf ├── README.md ├── dataset │ ├── test_img.csv │ ├── test_label.csv │ ├── train_img.csv │ └── train_label.csv ├── result │ ├── basic-normalize │ │ ├── cm_resnet18_w_pretrained.png │ │ ├── cm_resnet18_wo_pretrained.png │ │ ├── cm_resnet50_w_pretrained.png │ │ ├── cm_resnet50_wo_pretrained.png │ │ ├── lr_resnet18.png │ │ └── lr_resnet50.png │ ├── basic │ │ ├── cm_resnet18_w_pretrained.png │ │ ├── cm_resnet18_wo_pretrained.png │ │ ├── cm_resnet50_w_pretrained.png │ │ ├── cm_resnet50_wo_pretrained.png │ │ ├── lr_resnet18.png │ │ └── lr_resnet50.png │ ├── best.txt │ └── learning_curves.txt └── src │ ├── data │ └── dataloader.py │ ├── main.py │ ├── models │ ├── build_model.py │ └── resnet.py │ ├── others │ └── utils.py │ ├── pipelines │ └── trainer.py │ └── script.sh ├── Lab5 ├── Lab5 - Conditional VAE for video prediction.pptx ├── Lab5_Report.pdf ├── Lab5__Conditional_VAE_for_Video_Prediction.pdf ├── README.md ├── result │ ├── cyclical.gif │ ├── cyclical.png │ ├── monotonic.gif │ ├── monotonic.png │ └── psnr.png └── src │ ├── data │ ├── dataset.py │ └── loader.py │ ├── main.py │ ├── models │ ├── build_models.py │ ├── lstm.py │ └── vgg_64.py │ ├── others │ └── utils.py │ ├── pipelines │ └── trainer.py │ └── script.sh ├── Lab6 ├── 2022-Lab6-DQN-DDPG.pdf ├── 20220510_Lab6-Guide.pptx ├── Lab6_Report.pdf ├── README.md └── src │ ├── ddpg.py │ ├── dqn.py │ └── script.sh ├── Lab7 ├── Lab7_Lets_play_GANs.pptx ├── Lab7_Lets_play_GANs__2022_Spring_.pdf ├── Lab7_Report.pdf ├── README.md └── src │ ├── data │ ├── dataset.py │ └── loader.py │ ├── main.py │ ├── models │ ├── build_models.py │ ├── cgan.py │ ├── infogan.py │ ├── wgan.py │ └── wgan_large.py │ ├── others │ └── evaluator.py │ ├── pipelines │ └── trainer.py │ └── script.sh └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/joshchang0111/DLP2022/HEAD/.gitignore -------------------------------------------------------------------------------- /FP/Presentation_slides.pdf: -------------------------------------------------------------------------------- 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