CS5242_2025
NUS CS5242 Neural Networks and Deep Learning, Xavier Bresson, 2025
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최종 버전 다운로드 (.zip)- generate_cifar.ipynb
- generate_fashion_mnist.ipynb
- profit_population.txt
- profit_population_new.txt
- generate_mnist.ipynb
- test.txt
- train.txt
- valid.txt
- generate_ptb.ipynb
- idx2word.pt
- test_data.pt
- train_data.pt
- word2idx.pt
- generate_all_data.py
- installation.ipynb
- pytorch_introduction.ipynb
- pytorch_tensor_part1_exercise.ipynb
- pytorch_tensor_part1_solution.ipynb
- pytorch_tensor_part2_exercise.ipynb
- pytorch_tensor_part2_solution.ipynb
- utils.py
- linear_module_demo.ipynb
- linear_module_exercise.ipynb
- linear_module_solution.ipynb
- softmax_demo.ipynb
- vanilla_nn_demo.ipynb
- vanilla_nn_exercise.ipynb
- vanilla_nn_solution.ipynb
- train_vanilla_nn_demo.ipynb
- train_vanilla_nn_exercise.ipynb
- train_vanilla_nn_solution.ipynb
- utils.py
- minibatch_training_demo.ipynb
- minibatch_training_exercise.ipynb
- minibatch_training_solution.ipynb
- utils.py
- cross_entropy_demo.ipynb
- cross_entropy_exercise.ipynb
- cross_entropy_solution.ipynb
- utils.py
- mlp_demo.ipynb
- mlp_exercise.ipynb
- mlp_solution.ipynb
- utils.py
- epoch_demo.ipynb
- epoch_exercise.ipynb
- epoch_solution.ipynb
- utils.py
- monitoring_loss_demo.ipynb
- monitoring_loss_exercise.ipynb
- monitoring_loss_solution.ipynb
- utils.py
- test_set_demo.ipynb
- test_set_exercise.ipynb
- test_set_solution.ipynb
- utils.py
- final_demo.ipynb
- utils.py
- conv_layer_demo.ipynb
- pool_layer_demo.ipynb
- lenet5_exercise.ipynb
- lenet5_solution.ipynb
- utils.py
- utils.py
- vgg_exercise.ipynb
- vgg_solution.ipynb
- utils.py
- vrnn_pytorch_exercise.ipynb
- vrnn_pytorch_solution.ipynb
- utils.py
- vrnn_yourself_exercise.ipynb
- vrnn_yourself_solution.ipynb
- lstm_pytorch_exercise.ipynb
- lstm_pytorch_solution.ipynb
- utils.py
- lstm_yourself_exercise.ipynb
- lstm_yourself_solution.ipynb
- utils.py
- Seq2Seq_GRU_exercise.ipynb
- Seq2Seq_GRU_solution.ipynb
- transformer_language_model_exercise.ipynb
- transformer_language_model_solution.ipynb
- utils.py
- transformer_seq2seq_exercise.ipynb
- transformer_seq2seq_solution.ipynb
- utils.py
- gru_attention_exercise.ipynb
- gru_attention_solution.ipynb
- utils.py
- dm_gmm_exercise.ipynb
- dm_gmm_solution.ipynb
- unet.png
- dm_image_exercise.ipynb
- dm_image_solution.ipynb
- utils.py
- .gitignore
- environment_linux.yml
- environment_osx_arm64.yml
- environment_osx_intel.yml
- environment_win64.yml
- LICENSE
- README.md
// repository documentation
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