├── HW1 ├── HW1P1_Writeup.pdf ├── hw1_p1 │ ├── autograder │ │ └── hw1_autograder │ │ │ ├── data.pkl │ │ │ ├── problems.py │ │ │ ├── runner.py │ │ │ ├── setup.cfg │ │ │ ├── test.py │ │ │ └── tests │ │ │ ├── helpers │ │ │ └── helpers.py │ │ │ └── test_problems.py │ ├── create_tarball.sh │ ├── hw1 │ │ ├── hw1.py │ │ ├── mc.py │ │ ├── train_error.png │ │ ├── train_loss.png │ │ ├── val_error.png │ │ └── val_loss.png │ └── mytorch │ │ ├── activation.py │ │ ├── batchnorm.py │ │ ├── linear.py │ │ └── loss.py └── hw1_p2 │ ├── README.md │ └── main.py ├── HW2 ├── HW2P1_Writeup.pdf ├── HW2P2_Writeup.pdf ├── hw2p1 │ ├── autograder │ │ └── hw2_autograder │ │ │ ├── ref_result │ │ │ ├── res_b.npy │ │ │ └── res_c.npy │ │ │ ├── runner.py │ │ │ └── weights │ │ │ ├── mlp_weights_part_b.npy │ │ │ └── mlp_weights_part_c.npy │ ├── create_tarball.sh │ ├── exclude.txt │ ├── hw2 │ │ ├── hw2.py │ │ ├── mc.py │ │ ├── mlp.py │ │ └── mlp_scan.py │ └── mytorch │ │ ├── activation.py │ │ ├── batchnorm.py │ │ ├── conv.py │ │ ├── linear.py │ │ └── loss.py └── hw2p2 │ ├── README.md │ ├── hw2p2_writeup_submit.pdf │ ├── p2.ipynb │ └── p2.py ├── HW3 ├── HW3P1_Writeup.pdf ├── HW3P2_Writeup.pdf ├── hw3p1 │ ├── autograder │ │ └── hw3_autograder │ │ │ ├── runner.py │ │ │ ├── test.py │ │ │ └── test_rnn.py │ ├── create_tarball.sh │ ├── hw3 │ │ ├── hw3.py │ │ ├── mc.py │ │ └── rnn_classifier.py │ └── mytorch │ │ ├── activation.py │ │ ├── gru_cell.py │ │ ├── linear.py │ │ ├── loss.py │ │ ├── rnn_cell.py │ │ └── search.py └── hw3p2 │ ├── README.md │ ├── notebooks │ ├── CTC.ipynb │ ├── language_model.ipynb │ └── p2.ipynb │ └── p2.py ├── HW4 ├── HW4P1_Writeup.pdf ├── HW4P2_Writeup.pdf ├── Weight_Decay.png ├── hw4p1 │ └── handout │ │ ├── Makefile │ │ ├── fixtures │ │ ├── generation.npy │ │ ├── generation_test.npy │ │ ├── prediction.npz │ │ └── prediction_test.npz │ │ └── hw4 │ │ ├── tests.py │ │ └── training.ipynb └── hw4p2 │ ├── README.md │ ├── dataloader.py │ ├── main.py │ ├── models.py │ ├── p2.ipynb │ ├── 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