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# 深入浅出PyTorch | ||
**在线阅读地址**:https://datawhalechina.github.io/thorough-pytorch/ | ||
**在线阅读地址**:https://eanyang7.github.io/pytorch_docs/ | ||
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**配套视频教程**:https://www.bilibili.com/video/BV1L44y1472Z | ||
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## 一、项目初衷 | ||
该项目是在[datawhalechina/thorough-pytorch](https://github.com/datawhalechina/thorough-pytorch)的基础上进行加工改编 | ||
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PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。 | ||
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考虑到PyTorch的学习兼具理论储备和动手训练,两手都要抓两手都要硬的特点,我们开发了《深入浅出PyTorch》课程,期望以组队学习的形式,帮助大家从入门到熟练掌握PyTorch工具,进而实现自己的深度学习算法。 | ||
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我们的愿景是:通过组队学习,大家能够掌握由浅入深地PyTorch的基本知识和内容,经过自己的动手实践加深操作的熟练度。同时通过项目实战,充分锻炼编程能力,掌握PyTorch进行深度学习的基本流程,提升解决实际问题的能力。 | ||
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学习的先修要求是,会使用Python编程,了解包括神经网络在内的机器学习算法,勤于动手实践。 | ||
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《深入浅出PyTorch》是一个系列,一共有三个部分。已经上线的是本系列的第一、二部分,后续会不断更新《深入浅出PyTorch》(下),给出更贴合实际应用的实战案例。 | ||
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## 二、内容简介 | ||
- 第零章:前置知识(选学) | ||
## 章节目录 | ||
- 第零章:前置知识 | ||
- 人工智能简史 | ||
- 相关评价指标 | ||
- 常用包的学习 | ||
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@@ -84,147 +74,3 @@ PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活 | |
- 音频处理 | ||
- 视频处理 | ||
- 其他 | ||
- | ||
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## 三、人员安排 | ||
| 成员 | 个人简介 | 个人主页 | | ||
| --------------- | --------------------------------------------------- | -------------------------------------------------- | | ||
| 牛志康 | DataWhale成员,西安电子科技大学本科生 | [[知乎](https://www.zhihu.com/people/obeah-82)][[个人主页](https://nofish-528.github.io/)] | | ||
| 李嘉骐 | DataWhale成员,清华大学研究生 | [[知乎](https://www.zhihu.com/people/li-jia-qi-16-9/posts)] | | ||
| 刘洋 | Datawhale成员,中国科学院数学与系统科学研究所研究生 | [[知乎](https://www.zhihu.com/people/ming-ren-19-34/asks)] | | ||
| 陈安东 | DataWhale成员,中央民族大学研究生 | [[个人主页](https://andongblue.github.io/chenandong.github.io/)] | | ||
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教程贡献情况(已上线课程内容): | ||
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李嘉骐:第三章;第四章;第五章;第六章;第七章;第八章;内容整合 | ||
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牛志康:第一章;第三章;第六章;第七章;第八章,第九章,第十章;文档部署 | ||
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刘洋:第二章;第三章 | ||
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陈安东:第二章;第三章;第七章 | ||
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## 四、 课程编排与配套视频 | ||
<details> | ||
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部分章节直播讲解请观看B站回放(持续更新):https://www.bilibili.com/video/BV1L44y1472Z | ||
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- 课程编排: | ||
深入浅出PyTorch分为三个阶段:PyTorch深度学习基础知识、PyTorch进阶操作、PyTorch案例分析。 | ||
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- 使用方法: | ||
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我们的课程内容都以markdown格式或jupyter notebook的形式保存在本仓库内。除了多看加深课程内容的理解外,最重要的还是动手练习、练习、练习 | ||
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- 组队学习安排: | ||
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第一部分:第一章到第四章,学习周期:10天; | ||
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第二部分:第五章到第八章,学习周期:11天 | ||
</details> | ||
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## 五、关于贡献 | ||
<details> | ||
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本项目使用`Forking`工作流,具体参考[atlassian文档](https://www.atlassian.com/git/tutorials/comparing-workflows/forking-workflow)大致步骤如下: | ||
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1. 在GitHub上Fork本仓库 | ||
2. Clone Fork后的个人仓库 | ||
3. 设置`upstream`仓库地址,并禁用`push` | ||
4. 使用分支开发,课程分支名为`lecture{#NO}`,`#NO`保持两位,如`lecture07`,对应课程目录 | ||
5. PR之前保持与原始仓库的同步,之后发起PR请求 | ||
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命令示例: | ||
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```shell | ||
# fork | ||
# clone | ||
git clone [email protected]:USERNAME/thorough-pytorch.git | ||
# set upstream | ||
git remote add upstream [email protected]:datawhalechina/thorough-pytorch.git | ||
# disable upstream push | ||
git remote set-url --push upstream DISABLE | ||
# verify | ||
git remote -v | ||
# some sample output: | ||
# origin [email protected]:NoFish-528/thorough-pytorch.git (fetch) | ||
# origin [email protected]:NoFish-528/thorough-pytorch.git (push) | ||
# upstream [email protected]:datawhalechina/thorough-pytorch.git (fetch) | ||
# upstream DISABLE (push) | ||
# do your work | ||
git checkout -b lecture07 | ||
# edit and commit and push your changes | ||
git push -u origin lecture07 | ||
# keep your fork up to date | ||
## fetch upstream main and merge with forked main branch | ||
git fetch upstream | ||
git checkout main | ||
git merge upstream/main | ||
## rebase brach and force push | ||
git checkout lecture07 | ||
git rebase main | ||
git push -f | ||
``` | ||
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### Commit Message | ||
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提交信息使用如下格式:`<type>: <short summary>` | ||
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``` | ||
<type>: <short summary> | ||
│ │ | ||
│ └─⫸ Summary in present tense. Not capitalized. No period at the end. | ||
│ | ||
└─⫸ Commit Type: [docs #NO]:others | ||
``` | ||
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`others`包括非课程相关的改动,如本`README.md`中的变动,`.gitignore`的调整等。 | ||
</details> | ||
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## 六、更新计划 | ||
<details> | ||
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| 内容 | 更新时间 |内容| | ||
| :---- | :---- |:----:| | ||
|apex| |apex的简介和使用| | ||
|模型部署| |Flask部署PyTorch模型| | ||
|TorchScript| |TorchScript| | ||
|并行训练| |并行训练 | | ||
|模型预训练 - torchhub| |torchhub的简介和使用方法| | ||
|目标检测 - SSD| |SSD的简介和实现| | ||
|目标检测 - RCNN系列| |Fast-RCNN & Mask-RCNN| | ||
|目标检测 - DETR| |DETR的实现| | ||
|图像分类 - GoogLeNet| |GoogLeNet的介绍与实现| | ||
|图像分类 - MobileNet系列| |MobileNet系列介绍与实现| | ||
|图像分类 - GhostNet| |GhostNet代码讲解| | ||
|生成式对抗网络 - 生成手写数字实战| |生成数字并可视化| | ||
|生成式对抗网络 - DCGAN| || | ||
|风格迁移 - StyleGAN| || | ||
|生成网络 - VAE| || | ||
|图像分割 Deeplab系列| |Deeplab系列代码讲解| | ||
|自然语言处理 LSTM| |LSTM情感分析实战| | ||
|自然语言处理 Transformer| || | ||
|自然语言处理 BERT| || | ||
|视频| | 待定| | ||
|音频| | 待定| | ||
|自定义CUDA扩展和算子||| | ||
</details> | ||
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## 七、鸣谢与反馈 | ||
- 非常感谢DataWhale成员 叶前坤 @[PureBuckwheat](https://github.com/PureBuckwheat) 和 胡锐锋 @[Relph1119](https://github.com/Relph1119) 对文档的细致校对! | ||
- 如果有任何想法可以联系我们DataWhale也欢迎大家多多提出issue。 | ||
- 特别感谢以下为教程做出贡献的同学!并特别感谢MMYOLO的贡献者们! | ||
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<a href="https://github.com/datawhalechina/thorough-pytorch/graphs/contributors"> | ||
<img src="https://contrib.rocks/image?repo=datawhalechina/thorough-pytorch" /> | ||
</a> | ||
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Made with [contrib.rocks](https://contrib.rocks). | ||
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## 八、关注我们 | ||
<div align=center><img src="https://raw.githubusercontent.com/datawhalechina/easy-rl/master/docs/res/qrcode.jpeg" width = "250" height = "270" alt="Datawhale是一个专注AI领域的开源组织,以“for the learner,和学习者一起成长”为愿景,构建对学习者最有价值的开源学习社区。关注我们,一起学习成长。"></div> | ||
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## LICENSE | ||
<a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/"><img alt="知识共享许可协议" style="border-width:0" src="https://img.shields.io/badge/license-CC%20BY--NC--SA%204.0-lightgrey" /></a><br />本作品采用<a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/">知识共享署名-非商业性使用-相同方式共享 4.0 国际许可协议</a>进行许可。 |
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