├── .gitignore ├── .vscode └── settings.json ├── 00-PyTorch Fundamentals.ipynb ├── 01-1-Pytorch +Numpy Single Layer Nueral Network.ipynb ├── 01-PyTorch Workflow Fundamentals.ipynb ├── 02-PyTorch Neural Network Classification.ipynb ├── 03-PyTorch Computer Vision.ipynb ├── 04-Pyotrch RNN+LSTM for Time Series.ipynb ├── 05-Pyotrch Multi-Head Attention.ipynb └── Figures ├── Transformers_zoom_in.jpg ├── dotproduct_1.png ├── encoder_decoder_layer_class.jpg ├── encoder_layer_class.jpg ├── multihead_attn-1.jpg ├── multihead_attn.jpg ├── scaled_dot_product_attn-1.jpg ├── scaled_dot_product_attn.jpg └── scaled_dot_product_attn.svg /.gitignore: -------------------------------------------------------------------------------- 1 | models 2 | data -------------------------------------------------------------------------------- /.vscode/settings.json: -------------------------------------------------------------------------------- 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