├── ReadMe.ipynb ├── ReadMe.md ├── assignment1 ├── .gitignore ├── README.md ├── collectSubmission.sh ├── cs231n │ ├── __init__.py │ ├── classifiers │ │ ├── __init__.py │ │ ├── k_nearest_neighbor.py │ │ ├── linear_classifier.py │ │ ├── linear_svm.py │ │ ├── neural_net.py │ │ └── softmax.py │ ├── data_utils.py │ ├── datasets │ │ ├── .gitignore │ │ └── get_datasets.sh │ ├── features.py │ ├── gradient_check.py │ └── vis_utils.py ├── features.ipynb ├── frameworkpython ├── knn.ipynb ├── requirements.txt ├── softmax.ipynb ├── start_ipython_osx.sh ├── svm.ipynb └── two_layer_net.ipynb ├── assignment2 ├── .gitignore ├── BatchNormalization.ipynb ├── ConvolutionalNetworks.ipynb ├── Dropout.ipynb ├── FullyConnectedNets.ipynb ├── README.md ├── collectSubmission.sh ├── cs231n │ ├── .gitignore │ ├── __init__.py │ ├── classifiers │ │ ├── __init__.py │ │ ├── cnn.py │ │ └── fc_net.py │ ├── data_utils.py │ ├── datasets │ │ ├── .gitignore │ │ └── get_datasets.sh │ ├── fast_layers.py │ ├── gradient_check.py │ ├── im2col.py │ ├── im2col_cython.pyx │ ├── layer_utils.py │ ├── layers.py │ ├── optim.py │ ├── setup.py │ ├── solver.py │ └── vis_utils.py ├── frameworkpython ├── kitten.jpg ├── puppy.jpg ├── requirements.txt └── start_ipython_osx.sh └── assignment3 ├── .gitignore ├── ImageGeneration.ipynb ├── ImageGradients.ipynb ├── LSTM_Captioning.ipynb ├── RNN_Captioning.ipynb ├── collectSubmission.sh ├── cs231n ├── .gitignore ├── __init__.py ├── captioning_solver.py ├── classifiers │ ├── __init__.py │ ├── pretrained_cnn.py │ └── rnn.py ├── coco_utils.py ├── data_utils.py ├── datasets │ ├── .gitignore │ ├── get_coco_captioning.sh │ ├── get_pretrained_model.sh │ └── get_tiny_imagenet_a.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 ├── frameworkpython ├── kitten.jpg ├── requirements.txt ├── saitama_sq.jpg ├── sky.jpg └── start_ipython_osx.sh 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