├── .gitignore ├── LICENSE ├── assignments ├── assignment1 │ ├── README.md │ ├── a1.zip │ ├── assignment.pdf │ ├── collectSubmission.sh │ ├── collect_submission.ipynb │ ├── cs231n │ │ ├── __init__.py │ │ ├── classifiers │ │ │ ├── __init__.py │ │ │ ├── fc_net.py │ │ │ ├── k_nearest_neighbor.py │ │ │ ├── linear_classifier.py │ │ │ ├── linear_svm.py │ │ │ └── softmax.py │ │ ├── data_utils.py │ │ ├── datasets │ │ │ └── get_datasets.sh │ │ ├── features.py │ │ ├── gradient_check.py │ │ ├── layer_utils.py │ │ ├── layers.py │ │ ├── optim.py │ │ ├── solver.py │ │ └── vis_utils.py │ ├── features.ipynb │ ├── knn.ipynb │ ├── makepdf.py │ ├── softmax.ipynb │ ├── svm.ipynb │ └── two_layer_net.ipynb ├── assignment2 │ ├── BatchNormalization.ipynb │ ├── ConvolutionalNetworks.ipynb │ ├── Dropout.ipynb │ ├── FullyConnectedNets.ipynb │ ├── PyTorch.ipynb │ ├── TensorFlow.ipynb │ ├── a2.zip │ ├── assignment.pdf │ ├── collectSubmission.sh │ ├── collect_submission.ipynb │ ├── cs231n │ │ ├── .vscode │ │ │ └── settings.json │ │ ├── __init__.py │ │ ├── classifiers │ │ │ ├── cnn.py │ │ │ └── fc_net.py │ │ ├── data_utils.py │ │ ├── datasets │ │ │ └── get_datasets.sh │ │ ├── fast_layers.py │ │ ├── gradient_check.py │ │ ├── im2col.py │ │ ├── im2col_cython.c │ │ ├── im2col_cython.pyx │ │ ├── layer_utils.py │ │ ├── layers.py │ │ ├── notebook_images │ │ │ ├── batchnorm_graph.png │ │ │ ├── kitten.jpg │ │ │ ├── normalization.png │ │ │ └── puppy.jpg │ │ ├── optim.py │ │ ├── setup.py │ │ ├── solver.py │ │ └── vis_utils.py │ ├── makepdf.py │ └── requirements.txt ├── assignment3 │ ├── Generative_Adversarial_Networks.ipynb │ ├── LSTM_Captioning.ipynb │ ├── Network_Visualization.ipynb │ ├── RNN_Captioning.ipynb │ ├── Self_Supervised_Learning.ipynb │ ├── Transformer_Captioning.ipynb │ ├── a3_code_submission.zip │ ├── a3_inline_submission.pdf │ ├── collectSubmission.sh │ ├── collect_submission.ipynb │ ├── cs231n │ │ ├── __init__.py │ │ ├── captioning_solver.py │ │ ├── captioning_solver_transformer.py │ │ ├── classifiers │ │ │ ├── __init__.py │ │ │ ├── rnn.py │ │ │ └── transformer.py │ │ ├── coco_utils.py │ │ ├── data_utils.py │ │ ├── datasets │ │ │ ├── get_coco_captioning.sh │ │ │ ├── get_datasets.sh │ │ │ └── get_imagenet_val.sh │ │ ├── gan_pytorch.py │ │ ├── gradient_check.py │ │ ├── image_utils.py │ │ ├── net_visualization_pytorch.py │ │ ├── optim.py │ │ ├── rnn_layers.py │ │ ├── simclr │ │ │ ├── contrastive_loss.py │ │ │ ├── data_utils.py │ │ │ ├── model.py │ │ │ └── utils.py │ │ └── transformer_layers.py │ ├── dataset_ssl.sh │ ├── gan-checks.npz │ ├── images │ │ ├── example_styletransfer.png │ │ ├── gan_outputs_pytorch.png │ │ ├── kitten.jpg │ │ ├── simclr_fig2.png │ │ ├── sky.jpg │ │ └── styles │ │ │ ├── composition_vii.jpg │ │ │ ├── muse.jpg │ │ │ ├── starry_night.jpg │ │ │ ├── the_scream.jpg │ │ │ └── tubingen.jpg │ ├── makepdf.py │ ├── requirements.txt │ ├── simclr_sanity_check.key │ └── style-transfer-checks.npz └── assignment3_2017 │ ├── .gitignore │ ├── GANs-PyTorch.ipynb │ ├── GANs-TensorFlow.ipynb │ ├── LSTM_Captioning.ipynb │ ├── NetworkVisualization-PyTorch.ipynb │ ├── NetworkVisualization-TensorFlow.ipynb │ ├── RNN_Captioning.ipynb │ ├── StyleTransfer-PyTorch.ipynb │ ├── StyleTransfer-TensorFlow.ipynb │ ├── collectSubmission.sh │ ├── cs231n │ ├── .gitignore │ ├── __init__.py │ ├── captioning_solver.py │ ├── classifiers │ │ ├── __init__.py │ │ ├── rnn.py │ │ └── squeezenet.py │ ├── coco_utils.py │ ├── data_utils.py │ ├── datasets │ │ ├── get_assignment3_data.sh │ │ ├── get_coco_captioning.sh │ │ ├── get_imagenet_val.sh │ │ └── get_squeezenet_tf.sh │ ├── fast_layers.py │ ├── gradient_check.py │ ├── im2col.py │ ├── im2col_cython.pyx │ ├── image_utils.py │ ├── layer_utils.py │ ├── layers.py │ ├── optim.py │ ├── rnn_layers.py │ └── setup.py │ ├── example_styletransfer.png │ ├── frameworkpython │ ├── gan-checks-tf.npz │ ├── gan_outputs_pytorch.png │ ├── gan_outputs_tf.png │ ├── kitten.jpg │ ├── requirements.txt │ ├── sky.jpg │ ├── start_ipython_osx.sh │ ├── 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