├── LICENSE ├── Part 1 - Tensors in PyTorch.ipynb ├── Part 2 - Neural Networks in PyTorch.ipynb ├── Part 3 - Training Neural Networks.ipynb ├── Part 4 - Fashion-MNIST Exercise.ipynb ├── Part 5 - Inference and Validation.ipynb ├── Part 6 - Saving and Loading Models.ipynb ├── Part 7 - Loading Image Data.ipynb ├── Part 8 - Transfer Learning.ipynb ├── README.md ├── assets ├── ImageNet_example.png ├── Pooling_Simple_max.png ├── activation.png ├── autoencoder_1.png ├── cat.70.jpg ├── cat_cropped.png ├── conv_net.jpg ├── dog.128.jpg ├── dog_cat.png ├── examples_new.png ├── fashion-mnist-sprite.png ├── full_padding_no_strides_transposed.gif ├── function_approx.png ├── gradient_descent.png ├── lenet.png ├── mlp_mnist.png ├── multilayer_diagram_weights.png ├── network_diagram.png ├── padding_strides.gif ├── simple_neuron.png ├── tensor_examples.svg ├── test_examples.png ├── train_examples.png └── w1_backprop_graph.png ├── fc_model.py └── helper.py /LICENSE: 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