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nbs
nbs PublicA collection of deep learning portfolio projects hosted as static jupyter notebooks with personal annotations.
Jupyter Notebook
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retinopathy_classification_resnet18
retinopathy_classification_resnet18 PublicImage classification for early detection of diabetic retinopathy in patients. This project uses a custom ResNet18 model built from scratch using PyTorch.
Python 2
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vit-pytorch
vit-pytorch PublicImplementation of ViT (vision transformer) paper using PyTorch
Jupyter Notebook 2
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kaggle_melanoma
kaggle_melanoma PublicMelanoma classification using PyTorch and Lightning developed in nbdev
Jupyter Notebook 1
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Modified Huber Loss for Classificati...
Modified Huber Loss for Classification with `pos_weight` in PyTorch 1class BCHuberLoss(nn.Module):
2def __init__(self, pos_weight: Tensor = None, reduction: str = "mean") -> None:
3super(BCHuberLoss, self).__init__()
4assert isinstance(
5pos_weight, torch.Tensor
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