{"id":20673046,"url":"https://github.com/relph1119/pytorch-camp","last_synced_at":"2025-07-08T06:03:39.393Z","repository":{"id":37229825,"uuid":"190501728","full_name":"Relph1119/Pytorch-Camp","owner":"Relph1119","description":"深度之眼《Pytorch框架训练营》","archived":false,"fork":false,"pushed_at":"2022-12-08T05:24:24.000Z","size":37103,"stargazers_count":22,"open_issues_count":32,"forks_count":10,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-04-19T20:45:23.065Z","etag":null,"topics":["pytorch"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Relph1119.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-06-06T02:38:43.000Z","updated_at":"2024-04-24T04:27:58.000Z","dependencies_parsed_at":"2023-01-25T13:16:03.938Z","dependency_job_id":null,"html_url":"https://github.com/Relph1119/Pytorch-Camp","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Relph1119/Pytorch-Camp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Relph1119%2FPytorch-Camp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Relph1119%2FPytorch-Camp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Relph1119%2FPytorch-Camp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Relph1119%2FPytorch-Camp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Relph1119","download_url":"https://codeload.github.com/Relph1119/Pytorch-Camp/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Relph1119%2FPytorch-Camp/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":264206415,"owners_count":23572603,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["pytorch"],"created_at":"2024-11-16T20:39:52.670Z","updated_at":"2025-07-08T06:03:39.348Z","avatar_url":"https://github.com/Relph1119.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 《Pytorch框架班》训练营\n\n## 课程资料\n- [Pytorch中文文档地址](https://github.com/zergtant/pytorch-handbook)：本文档介绍了最新的Pytorch1.1的API\n- [《Pytorch模型训练实用教程》中配套代码](https://github.com/tensor-yu/PyTorch_Tutorial)\n- 本训练营的学习安排与课程任务：详见文件夹Books中的《PyTorch框架班作业（第一期）》doc文档\n\n## 课程安排\n**总课时：6 周**\n\n### 第一周\n- 1 Pytorch简介，配置电脑环境\n- 2 学习序列化模型、torch接口\n- 3 深入了解torch接口\n\n### 第二周\n- 4 torch.Storage、torch.cuda操作\n- 5 数据读取、数据扩增\n- 6 构建网络模型\n\n### 第三周\n- 7 网络模型参数初始化\n- 8 损失函数\n- 9 优化算法torch.optim\n\n### 第四周\n- 10 设置学习率\n- 11 数据可视化 \n\n### 第五周\n- 12 Logistics分类实战\n- 13 多层感知机MLP实战\n- 14 卷积神经网络CNN：Resnet18\n- 15 递归神经网络RNN-LSTM：词性预测\n\n### 第六周\n- 16 CNN卷积神经网络：定位检测实战\n- 17 GAN项目实战\n- 18 开始一个简单的图像分类比赛(kaggle 猫狗识别)\n- 19 期末总结\n\n## 总结\n\u0026emsp;\u0026emsp;老师给的是Pytorch0.4的API资料，配合Pytorch1.1的代码，能更好的学习API的使用。第五周的课程，如果采用单机运行，可能由于算力不够，需要等待很长的时间。建议搭建Google Colab，需要采用科学上网。  \n\u0026emsp;\u0026emsp;由于笔者还不会深度学习，只能先通过查看Pytorch的API示例，学习框架的使用，并逐步改写代码。目标下一次要完成《吴恩达深度学习教程》和《深度学习》花书。  \n\u0026emsp;\u0026emsp;requirements.txt文件是笔者自己的环境，配置环境如下：  \n- CUDA安装的是10.0版本  \n![image](screenshots/cuda_version.png)\n- torch版本  \n![image](screenshots/test_torch.png)\n- python版本  \n![image](screenshots/python_version.png)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frelph1119%2Fpytorch-camp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frelph1119%2Fpytorch-camp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frelph1119%2Fpytorch-camp/lists"}