# Learn Deep Learning

> Learn Deep Learning

- Skill: `zjfls/learn-deep-learning` (Agent Skill)
- Install (CLI): `npx skillmds@latest add zjfls/learn-deep-learning`
- Raw SKILL.md: https://api.skillmd.com/api/skills/zjfls/learn-deep-learning/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: zjfls (https://skillmd.com/u/zjfls)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/zjfls/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