├── LICENSE ├── README.md ├── architectures ├── README.md ├── VGG-19 │ └── README.md ├── alexnet │ └── README.md ├── lenet │ └── README.md ├── resnet-34 │ └── README.md └── resnet-50 │ └── README.md ├── losses ├── README.md ├── aam-softmax │ └── README.md ├── am-softmax │ └── README.md ├── angular-prototypical │ └── README.md ├── cross-entropy │ └── README.md ├── hinge │ └── README.md ├── kullback-leibler │ └── README.md ├── l1 │ ├── L1.py │ ├── README.md │ └── formulae.png ├── l2 │ ├── L2.py │ ├── README.md │ └── formulae.png ├── prototypical │ └── README.md └── softmax │ └── README.md ├── non-linearities ├── LeakyReLU │ ├── LeakyReLU.png │ ├── LeakyReLU.py │ └── README.md ├── README.md ├── relu │ ├── README.md │ ├── ReLU.png │ └── ReLU.py ├── sigmoid │ ├── README.md │ ├── sigmoid.jpg │ └── sigmoid.py └── tanh │ ├── README.md │ ├── tanh.png │ └── tanh.py ├── normalization ├── README.md ├── batchnorm │ └── README.md └── layernorm │ └── README.md └── optimizers ├── README.md ├── adagrad 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