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PyTorch入门项目

全中文的 PyTorch 入门项目说明，超级详细，新手必看！

MNIST

经典的手写数字识别项目，其中包括

  • 只使用全连接层 nn.Linear 搭建的网络，手写前向传播
  • 使用卷积层 nn.Conv2d 搭建的网络，手写前向传播
  • 使用 Sequential 方法搭建的网络，更简洁

CIFAR10

经典的RGB三通道彩色图像识别项目，其中包括

  • 如何下载 CIFAR10数据集
  • 手写 LeNet-5 网络来识别CIFAR10数据集
  • 使用 TorchVision 内置的 VGG-16 网络来识别CIFAR10数据集

NLP_name_classifying

根据官方教程中的名字识别项目，逐步分析，全中文解释代码。其中包括：

  • 详细的代码说明
  • RNN 相关数学概念的代码说明，让你知其然且知其所以然！

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