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Building makemore Part 3: Activations & Gradients, BatchNorm

Building makemore Part 3: Activations & Gradients, BatchNorm

Andrej Karpathy

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Dead Neurons Update-to-data Ratio Tanh Saturation Running Statistics Optimizers Weight Scaling Initialization Batch Normalization

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torch.nn.BatchNorm1d ResNet PyTorch (torch.nn)torch.nn.Linear SGD torch.nn.init.kaiming_normal_

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Delving Deep into Rectifiers

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