to load this state model use this step: #define the model model = resnet50(weights=ResNet50_Weights.IMAGENET1K_V2) for param in model_resnet.parameters(): param.requires_grad = False

num_ftrs = model_resnet.fc.in_features model_resnet.fc = nn.Linear(num_ftrs, 6)

Load the weights

state_dict = torch.load('trashnet_resnet50.pth') model.load_state_dict(state_dict)

Switch to evaluation mode

model.eval()

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Dataset used to train hasnanmr/trashnetClassification_resnet