├── .DS_Store ├── Discussion ├── .DS_Store ├── discussion1.pdf ├── discussion10.pdf ├── discussion11.pdf ├── discussion12.pdf ├── discussion13.pdf ├── discussion2.pdf ├── discussion3.pdf ├── discussion4.pdf ├── discussion5.pdf ├── discussion6.pdf ├── discussion7.pdf ├── discussion8.pdf ├── final_review-finetuning.pdf ├── final_review-generative.pdf ├── final_review-premt.pdf ├── final_review-transformers.pdf ├── midterm_ae_and_rnn.pdf ├── midterm_basics.pdf └── midterm_cnn_and_gnn.pdf ├── Final ├── final-sp23-sol.pdf └── final-sp23.pdf ├── Homework ├── .DS_Store ├── Homework0 │ ├── .DS_Store │ ├── Coding │ │ ├── color_organ_learning.ipynb │ │ └── color_organ_learning_solution.ipynb │ ├── hw0.pdf │ └── hw0_sol.pdf ├── Homework1 │ ├── .DS_Store │ ├── coding │ │ ├── FullyConnectedNets.ipynb │ │ ├── hw1_coding_fully_connected_solution.zip │ │ ├── hw1_vis_linearization_sol_(1)_(1)-2.ipynb │ │ └── hw2_visualization_linearization.ipynb │ ├── hw1.pdf │ └── hw1_sol.pdf ├── Homework2 │ ├── .DS_Store │ ├── coding │ │ ├── hw2_linearization_part2-2.ipynb │ │ ├── hw2_linearization_part2_sol (2).ipynb │ │ ├── hw2_momentum.ipynb │ │ ├── hw2_momentum_sol (2).ipynb │ │ ├── hw2_optim_init_sol.zip │ │ └── hw2_optimizer_init.ipynb │ ├── hw2.pdf │ └── hw2_sol.pdf ├── Homework4 │ ├── .DS_Store │ ├── coding │ │ ├── hw4_dropout-2.ipynb │ │ ├── hw4_dropout_sol (1).ipynb │ │ ├── hw4_edge_detection-2.ipynb │ │ ├── hw4_edge_detection_sol (1).ipynb │ │ └── hw4_gpu_memory.ipynb │ ├── hw4.pdf │ └── hw4_sol.pdf ├── Homework5 │ ├── .DS_Store │ ├── coding │ │ ├── .DS_Store │ │ ├── hw5_graph_clustering-2.ipynb │ │ ├── hw5_graph_clustering_solution.ipynb │ │ ├── hw5_zkc.ipynb │ │ └── hw5_zkc_solution.ipynb │ ├── hw5.pdf │ └── hw5_sol.pdf ├── homework10 │ ├── .DS_Store │ ├── coding │ │ ├── hw10_lm_prompting.ipynb │ │ ├── hw10_maml.ipynb │ │ ├── hw10_maml_sol.ipynb │ │ ├── hw10_pruning.ipynb │ │ ├── hw10_pruning_sol.ipynb │ │ ├── hw10_quantization.ipynb │ │ └── hw10_quantization_sol.ipynb │ ├── hw10.pdf │ └── hw10_sol.pdf ├── homework11 │ ├── .DS_Store │ ├── coding │ │ ├── .DS_Store │ │ ├── generative_models_sol.zip │ │ ├── hw11_continual_learning.ipynb │ │ ├── hw11_policy_gradient.ipynb │ │ ├── hw11_policy_gradient_sol.ipynb │ │ ├── hw11_summarization_part2.ipynb │ │ ├── hw11_summarization_part2_sol.ipynb │ │ └── hw11_vae_gan.ipynb │ ├── hw11.pdf │ └── hw11_sol.pdf ├── homework12 │ ├── .DS_Store │ ├── coding │ │ ├── .DS_Store │ │ ├── Early_Exit_HW_12_Solutions_Bug_Fixed.ipynb │ │ ├── hw12_early_exit_sol.ipynb │ │ └── hw12_rlhf_sol.ipynb │ ├── hw12.pdf │ └── hw12_sol.pdf ├── homework3 │ ├── .DS_Store │ ├── coding │ │ ├── .DS_Store │ │ ├── HandDesignFilters_Sol (1).ipynb │ │ ├── hw3_HandDesignFilters.ipynb │ │ ├── hw3_bn_drop.ipynb │ │ ├── hw3_cnn.ipynb │ │ ├── hw3_coding_bn_drop_cnn_sol.zip │ │ └── hw3_pytorch_cnn.ipynb │ ├── hw3.pdf │ └── hw3_sol.pdf ├── homework6 │ ├── .DS_Store │ ├── coding │ │ ├── .DS_Store │ │ ├── hw6_rnn_and_grad.ipynb │ │ ├── hw6_rnn_and_grad_sol.ipynb │ │ ├── hw6_rnn_last_name.ipynb │ │ └── hw6_rnn_last_name_sol.ipynb │ ├── hw6.pdf │ └── hw6_sol.pdf ├── homework7 │ ├── .DS_Store │ ├── coding │ │ ├── hw7_ae.ipynb │ │ └── hw7_ae_sol.ipynb │ ├── hw7.pdf │ └── hw7_sol.pdf ├── homework8 │ ├── .DS_Store │ ├── coding │ │ ├── hw8_hand_transformer.ipynb │ │ └── hw8_hand_transformer_sol (1).ipynb │ ├── hw8.pdf │ └── hw8_sol.pdf └── homework9 │ ├── .DS_Store │ ├── coding │ ├── .DS_Store │ ├── hw9_mae.ipynb │ ├── hw9_mae_sol.ipynb │ ├── hw9_summarization_part1.ipynb │ ├── hw9_summarization_part1_sol.ipynb │ └── hw9_visualize_attention.ipynb │ ├── hw9.pdf │ └── hw9_sol.pdf ├── LICENSE ├── Lecture ├── .DS_Store ├── Lecture 1.pdf ├── Lecture10.pdf ├── Lecture11.pdf ├── Lecture2.pdf ├── Lecture3.pdf ├── Lecture4.pdf ├── Lecture5.pdf ├── Lecture6.pdf ├── Lecture7.pdf ├── Lecture8.pdf ├── Lecture9.pdf ├── matrixcookbook.pdf ├── note10.png └── note9.png ├── Midterm ├── mt-sp23-sol.pdf └── mt-sp23.pdf └── README.md /.DS_Store: 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