smithery/zjfls

learn-deep-learning

深度学习学习路线:书单/课程/实践项目建议,以及如何循序渐进做实验。

Installation

$ npx skills add smithery/zjfls --skill learn-deep-learning

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short-description
深度学习学习路线与实践�

Package contents

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  • skill md SKILL.md 711 B
  • docs SUMMARY.md 125 B

History

  1. First recorded snapshot · 0 installs

SKILL.md

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