- Torch 기초 이수안컴퓨터연구소 Youtube
- MLP, CNN, GNN IDEA FACTORY KAIST Youtube
- (CODE) 딥러닝 홀로서기 Github
- RNN, LSTM, Seq2Seq 신박Ai Youtube
- (CODE) DL101 Github
- Transformer 동빈나 Youtube
lab1_linear_regression_with_pure_python.ipynb
: Gradient Descent Algorithmlab2_regression.ipynb
: linear vs. mlplab3_classification.ipynb
: linear vs. mlplab4_hyperparameter_tuning.ipynb
: MLP on cifar10 datasetlab5_regularization.ipynb
: MLP on cifar10 dataset + hyperparameter tuninglab6_result_report.ipynb
: MLP on cifar10 dataset + visulizationlab7_CIFAR-10_with_CNN.ipynb
: CNN on cifar10 datasetlab8_CIFAR-100_with_ResNet.ipynb
: CNN on cifar100 datasetlab9_RNN.ipynb
: RNN basiclab10_LSTM.ipynb
: LSTM for Stock Price Predictionlab11_Molecular_Graph_with_GCN.ipynb
: GNN for Molecule logP Predictionlab12_DCGAN_faces_tutorial.ipynb
: DCGAN for generating face imagesAssignment1_pytorch_MNIST_MLP.ipynb
: lab1 ~ lab3