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deep_learning [2018/05/17 13:20]
jordan 创建
deep_learning [2023/03/08 16:09] (current)
xujianglong ↷ Page moved from 内部资料:deep_learning to deep_learning
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-李菲菲计算机视觉权威教程:http://cs231n.github.io/+====== DL learning ======
  
-深度学习的学习路线图:http://www.cnblogs.com/cyruszhu/p/5496913.html+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|]]
  
-深度学习相关论文整理: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 
deep_learning.1526534446.txt.gz · Last modified: 2021/02/10 21:29 (external edit)