learn-deep-learning

- 给出可执行的学习计划（按周/按章节）。

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Install skill "learn-deep-learning" with this command: npx skills add zjfls/tauriai/zjfls-tauriai-learn-deep-learning

深度学习学习路线

目标

  • 给出可执行的学习计划（按周/按章节）。

  • 给出实践路线（从简单到复杂）。

推荐资源

  • 书籍：Deep Learning（Goodfellow）、Dive into Deep Learning

  • 课程：CS231n、CS224n、DeepLearning.AI

  • 工具：PyTorch、Lightning、Weights & Biases

实践项目建议

  • 图像分类：CIFAR10 → ImageNet 子集

  • NLP：文本分类 → 微调小模型

  • 训练与评估：记录超参、对照实验、可复现

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