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AI-Notes

考虑到之前做的笔记总是不够系统完整,所以开这个项目做规范的学习总结以及分享交流。

有描述不准确或错误的地方还请在Issues或E-mail: [email protected]中指出,谢谢。

做总结的时候查阅别人的博客发现,很多博客内容都差不多,丢失了论文中的很多细节,甚至有一些内容就是错误的。所以有时间的话一定要自己去读论文。去思考,去求证才能发现错误。

由于存在同一篇笔记属于多个分类的情况,所以这里我给每篇笔记都按照分类标签列出来。

由于一些篇章中会出现公式,可以使用浏览器插件解析公式。Chrome浏览器可以使用插件“MathJax Plugin for Github”。
另外,推荐一个在线数学公式编辑网站:http://latex.91maths.com/ , 和一个数学公式图片转文本工具:Mathpix Snipping Tool。

目标检测

RCNN
Fast RCNN

图像生成

FUNIT

GAN

FUNIT

深度学习

神经网络
激活函数
Dying ReLU
BatchNormalization
Back-propagation through Conv and Pooling layers
卷积、全连接和仿射变换 RCNN
Fast RCNN
FUNIT

部署框架

TVM

训练框架

Caffe
Caffe环境搭建

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