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PYTORCH STUDY SOURCE

Source

Course

  • lab1_linear_regression_with_pure_python.ipynb : Gradient Descent Algorithm
  • lab2_regression.ipynb : linear vs. mlp
  • lab3_classification.ipynb : linear vs. mlp
  • lab4_hyperparameter_tuning.ipynb : MLP on cifar10 dataset
  • lab5_regularization.ipynb : MLP on cifar10 dataset + hyperparameter tuning
  • lab6_result_report.ipynb : MLP on cifar10 dataset + visulization
  • lab7_CIFAR-10_with_CNN.ipynb : CNN on cifar10 dataset
  • lab8_CIFAR-100_with_ResNet.ipynb : CNN on cifar100 dataset
  • lab9_RNN.ipynb : RNN basic
  • lab10_LSTM.ipynb : LSTM for Stock Price Prediction
  • lab11_Molecular_Graph_with_GCN.ipynb : GNN for Molecule logP Prediction
  • lab12_DCGAN_faces_tutorial.ipynb : DCGAN for generating face images
  • Assignment1_pytorch_MNIST_MLP.ipynb : lab1 ~ lab3

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