├── .gitattributes ├── 1_assests └── logo.png ├── DeepLearning_Materials ├── 1_ActivationFunction_WeightMethods │ ├── InitialisationActivationFunctions.ipynb │ └── README.md ├── 2_OverFitting_Regularization_NeuralNetworks │ ├── OverfittingAndRegularisation.ipynb │ └── README.md ├── 3_GettingStarted_With_Pytorch │ ├── PytorchIntro.ipynb │ └── README.md ├── 4_Feedforward_With_Pytorch │ ├── FFNetworksWithPyTorch.ipynb │ ├── README.md │ └── assets │ │ └── Network.PNG ├── 5_ImageClassification_Pytorch_FashionMNIST │ ├── PyTorchCNN_CIFAR10.ipynb │ ├── PyTorchCNN_FashionMNIST.ipynb │ └── README.md ├── 6_VisualizationCNN_Pytorch │ ├── CNNVisualisation.ipynb │ ├── README.md │ ├── data │ │ ├── .DS_Store │ │ ├── imagenet │ │ │ ├── 1 │ │ │ │ ├── dome538-1.JPEG │ │ │ │ ├── dome538-2.JPEG │ │ │ │ ├── harmonica593-1.JPEG │ │ │ │ ├── harmonica593-2.JPEG │ │ │ │ ├── harmonica593-3.JPEG │ │ │ │ ├── harmonica593-4.JPEG │ │ │ │ ├── stethoscope823-1.JPEG │ │ │ │ └── stethoscope823-2.JPEG │ │ │ └── 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