知识库｜湖南麓川信息科技有限公司

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====== DL learning ======

李菲菲计算机视觉权威教程：[[http://cs231n.github.io/|http://cs231n.github.io/]]

深度学习的学习路线图：[[http://www.cnblogs.com/cyruszhu/p/5496913.html|http://www.cnblogs.com/cyruszhu/p/5496913.html]]

深度学习相关论文整理：[[https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap|https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap]]

如何2月内掌握深度学习：[[https://www.quora.com/How-do-I-learn-deep-learning-in-2-months|https://www.quora.com/How-do-I-learn-deep-learning-in-2-months]]

===== DL应用领域 =====

  * [[:计算机视觉|]]
  * [[:自然语言处理|]]
  * [[:语音识别|]]

====== DL Frameworks ======

  * [[:caffee|Caffee]]
  * [[:pytorch|PyTorch]]
  * [[:tensorflow|Tensorflow]]

Read these articles if you are mind of frameworks:

  * [[https://agi.io/2018/02/09/survey-machine-learning-frameworks/|https://agi.io/2018/02/09/survey-machine-learning-frameworks/]]
  * [[https://www.quora.com/What-is-the-difference-between-PyTorch-Caffe-and-TensorFlow|https://www.quora.com/What-is-the-difference-between-PyTorch-Caffe-and-TensorFlow]]
  * [[https://deeplearning4j.org/compare-dl4j-tensorflow-pytorch|https://deeplearning4j.org/compare-dl4j-tensorflow-pytorch]]
  * [[https://awni.github.io/pytorch-tensorflow/|https://awni.github.io/pytorch-tensorflow/]]

====== Articles ======

[[https://mp.weixin.qq.com/s/LOdMpiBaQofDWjJkVHplzA|从SGD到NadaMax，十种优化算法原理及实现]]

====== 标注工具 ======

目前团队正在使用的标注工具：labelme，lableimage, 精灵标注助手

目前尝试的web标注工具：cvat

[[https://awesomeopensource.com/project/jsbroks/awesome-dataset-tools|https://awesomeopensource.com/project/jsbroks/awesome-dataset-tools]]

[[https://www.dianwokeji.com/news/bangzhu/138.html|https://www.dianwokeji.com/news/bangzhu/138.html]]

[[http://www.awkvector.com/20191107-2/|http://www.awkvector.com/20191107-2/]]

====== 论文阅读神器 ======

[[https://sspai.com/post/56724|文献管理神器 Zotero 学习路径指南]]

[[https://www.zotero.org/download/|Zotero Download]]

[[https://www.mendeley.com/download-reference-manager/windows|Mendeley Download]]

[[https://www.fir.ai/|FIR边写边搜]]

[[https://www.biomart.cn/experiment/793/2714581.htm|6 款主流文献管理软件测评]]

[[https://help.jianguoyun.com/?p=3168|如何在Zotero中设置webdav连接到坚果云？]]

[[http://zengjingda.com/index.php/archives/53.html|zotero 通过群晖的webdav同步文件]]

====== 数据集 ======

  * [[:ImageNet|]]
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