nn - Imagemakers
nn.Xxx nn.functional.xxx nn.Conv2d nn.functional.conv2d nn.Dropout nn.functional.dropout dropout.
Apr 29, 2026
nn.Xxx nn.functional.xxx nn.Conv2d nn.functional.conv2d nn.Dropout nn.functional.dropout dropout.
tocrch.nn torch.nn nnautograd nn.Parameter nn.Linear&nn.conv2d nn.functional nn.Module nn.Sequential.
- nn.Embedding(10, 5) 10 5 .
Understanding the Context
Linear+SoftmaxSoftmaxnn.Transformer nn.Transformernn.TransformerEncodernn.TransformerDecoder .
pytorchnn.embedding pytorchnn.embeddingword2vec (skip-gram cbow) 28 .
() .
Pytorchnn.CrossEntropyLoss ()weight label0-30123lossweight weight .
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Key Insights
Pytorch nn.AdaptiveAvgPool2d (output_size) ? : nn.AdaptiveAvgPo
nn.Module .
pytorchtorch.nn.Parameter [] [] .
