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深度学习500问,以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述,以帮助自己及有需要的读者。 全书分为18个章节,50余万字。声明:所有内容来自(仅供学习):https://github.com/scutan90/DeepLearning-500-questions

HTML 100.00%

awesome-deeplearning-500faq's Introduction

Awesome-DeepLearning-500FAQ

章节分布

01_第一章_数学基础
02_第二章_机器学习基础
03_第三章_深度学习基础
04_第四章_经典网络
05_第五章 卷积神经网络(CNN)
06_第六章_循环神经网络(RNN)
07_第七章 生成对抗网络
08_第八章_目标检测
09_第九章_图像分割
10_第十章_强化学习
11_第十一章_迁移学习
12_第十二章_网络搭建及训练
13_第十三章_优化算法
14_第十四章_超参数调整
15_第十五章_异构运算GPU及框架选型
16_第十六章_NLP
17_第十七章_模型压缩加速及移动端部署
18_第十八章_后端架构选型离线及实时计算
18_第十八章_后端架构选型及应用场景

格式转换显示

由于之前全部是markdown格式的文件,有些没有安装markdown工具,或者markdown工具不支持LaTex公式的,则会导致公式不能够正常显示。于是我对所有的markdown文件进行了格式转换,转换成:

  • HTML格式,下载后直接用浏览器就可以打开查看
  • PDF格式,下载后也可以直接查看

注意:在查看内容的时候,可以直接点击目录中的章节,由于目录是做了锚点的,所以可以直接快速跳转到指定的章节。

格式转换之后的效果:

1、HTML的章节显示效果:

章节

2、公式显示效果:

公式

百度网盘下载

可能有些人clone网速过慢,或者中途中断。由于都是固定文本不能够进行二次修改,所以也可以不采取clone的方式。因此我把该文档资源上传到了百度云,需要学习的同鞋也可以直接去百度云进行下载:

链接:https://pan.baidu.com/s/1nK8HytJ-cdy7Nu49vYbxVA
提取码:eivv

声明:仅用于个人学习,请勿转载!!!

awesome-deeplearning-500faq's People

Contributors

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