深度学习课程入门EN4–8 周★ 19k50 章可站内阅读
Learn PyTorch for Deep Learning
Zero to Mastery PyTorch 深度学习课
Daniel Bourke· 18,685 stars
Daniel Bourke 的 Learn PyTorch for Deep Learning 课程材料，用循序渐进的 notebook 从张量基础走到迁移学习、论文复现与模型部署。适合想系统掌握 PyTorch 实战工作流的工程师。
为什么收录 · 补齐英文 PyTorch 系统实战主课，和 fastbook、d2l 形成框架多元学习路径。
PyTorch深度学习迁移学习计算机视觉实战
这本书强在哪
- GitHub 高星真学习内容
- 可导入站内阅读
- 材料结构清晰
- 适合系统跟学
建议怎么学
- 01按大纲顺序推进
- 02每章留下自己的实验记录
- 03卡点时回看对应知识库文章
适合谁 / 前置
- Python 基础
- 愿意跟练代码或笔记
学完得到什么
- 掌握该教程主线知识点
- 能复现关键实验或练习
- 建立可对照的学习笔记
- 为下一阶段课程打底
目录
来自站内阅读器镜像；点击章节直接阅读
docs11 章
- 1100. PyTorch Fundamentalsnotebook
- 1201. PyTorch Workflow Fundamentalsnotebook
- 1302. PyTorch Neural Network Classificationnotebook
- 1403. PyTorch Computer Visionnotebook
- 1504. PyTorch Custom Datasetsnotebook
- 1605. PyTorch Going Modularmarkdown
- 1706. PyTorch Transfer Learningnotebook
- 1807. PyTorch Experiment Trackingnotebook
- 19(WIP) 08. PyTorch Paper Replicatingnotebook
- 2008: PyTorch Profilingnotebook
- 2108: PyTorch Profilingnotebook
extras16 章
- 2200. PyTorch Fundamentalsmarkdown
- 23PyTorch Custom Data Creation (from Food101)notebook
- 2400. PyTorch Fundamentals Exercisesnotebook
- 2501. PyTorch Workflow Exercise Templatenotebook
- 2602. PyTorch Classification Exercisesnotebook
- 2703. PyTorch Computer Vision Exercisesnotebook
- 2804. PyTorch Custom Datasets Exercises Templatenotebook
- 2905. PyTorch Going Modular Exercisesnotebook
- 3006. PyTorch Transfer Learning Exercisesnotebook
- 3107. PyTorch Experiment Tracking Exercise Templatenotebook
- 3208. PyTorch Paper Replicating Exercisesnotebook
- 3309. PyTorch Model Deployment Exercisesnotebook
- 34A Quick PyTorch 2.0 Tutorialnotebook
- 35PyTorch Cheatsheetnotebook
- 36The Three Most Common Errors in PyTorchnotebook
- 37Resizing images to make them smaller to downloadnotebook
going modular2 章
Notebook10 章
- 0100. PyTorch Fundamentalsnotebook
- 0201. PyTorch Workflow Fundamentalsnotebook
- 0302. PyTorch Neural Network Classificationnotebook
- 0403. PyTorch Computer Visionnotebook
- 0504. PyTorch Custom Datasetsnotebook
- 0605. PyTorch Going Modularmarkdown
- 0706. PyTorch Transfer Learningnotebook
- 0807. PyTorch Experiment Trackingnotebook
- 0908. PyTorch Paper Replicatingnotebook
- 1009. PyTorch Model Deploymentnotebook
video notebooks11 章
- 4000. PyTorch Fundamentalsnotebook
- 41PyTorch Workflownotebook
- 4202. Neural Network classification with PyTorchnotebook
- 43PyTorch Computer Visionnotebook
- 4404. PyTorch Custom Datasets Video Notebooknotebook
- 4505. Going Modular: Part 1 (cell mode)notebook
- 4606. PyTorch Transfer Learningnotebook
- 4707 PyTorch Experiment Trackingnotebook
- 4808. Milestone Project 2: PyTorch Paper Replicatingnotebook
- 4909. PyTorch Model Deploymentnotebook
- 50PyTorch 2 Quick Intronotebook
策展亮点章节
FundamentalsWorkflowClassificationComputer VisionCustom DatasetsGoing ModularTransfer LearningExperiment TrackingPaper ReplicatingDeployment
仓库数据
Stars18,685
Forks5,112
主要语言Jupyter Notebook
创建2021/10/19
更新2026/8/11
baa27b69（main）· 许可证 MIT License (MIT)。 上游更新后可通过同步脚本刷新。