https://sqf.icu/tags/deep-learning/ Recent content in Deep Learning on 记忆填埋场 Hugo zh-cn Mon, 06 Nov 2023 00:00:00 +0000 https://sqf.icu/article/61dd6c0b-f460-44c6-8a15-84260e5be4b5/ Mon, 06 Nov 2023 00:00:00 +0000 https://sqf.icu/article/61dd6c0b-f460-44c6-8a15-84260e5be4b5/ 对于不同任务选择不同的backbone, 可以参考Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks这篇论文 https://sqf.icu/article/fc73927e-b575-4ed7-b32b-d4a958d8e137/ Sat, 07 Oct 2023 00:00:00 +0000 https://sqf.icu/article/fc73927e-b575-4ed7-b32b-d4a958d8e137/ 一些数据预处理的方法的介绍 https://sqf.icu/article/12845fe7-3d14-489c-9832-f1c9289bc47a/ Fri, 08 Sep 2023 00:00:00 +0000 https://sqf.icu/article/12845fe7-3d14-489c-9832-f1c9289bc47a/ 介绍相关动作识别模型, 只介绍第三人称动作识别的 RGB 模态 https://sqf.icu/article/7fa71d66-d62e-423a-8b3f-e648f3c83677/ Sat, 26 Aug 2023 00:00:00 +0000 https://sqf.icu/article/7fa71d66-d62e-423a-8b3f-e648f3c83677/ OCR文本识别和CRNN模型 https://sqf.icu/article/9e37c57e-1c45-4565-b1e0-37fb713a229d/ Sat, 05 Aug 2023 00:00:00 +0000 https://sqf.icu/article/9e37c57e-1c45-4565-b1e0-37fb713a229d/ 介绍常用的OCR文本检测方法和DBNet模型 https://sqf.icu/article/3c44f067-d3bd-4bf6-aefc-e0bea032d6b5/ Sun, 23 Jul 2023 00:00:00 +0000 https://sqf.icu/article/3c44f067-d3bd-4bf6-aefc-e0bea032d6b5/ 一些目标检测问题常用的网络结构. FPN, R-CNN, Fast R-CNN, Faster R-CNN, Mask R-CNN https://sqf.icu/article/509be69c-9b65-42dc-9872-dba6bf1aa5ee/ Fri, 21 Jul 2023 00:00:00 +0000 https://sqf.icu/article/509be69c-9b65-42dc-9872-dba6bf1aa5ee/ 深度学习训练用激活函数, 损失函数和一些技巧 https://sqf.icu/article/8d1565b9-cd7c-43db-81d4-7333e323d837/ Sat, 27 May 2023 00:00:00 +0000 https://sqf.icu/article/8d1565b9-cd7c-43db-81d4-7333e323d837/ 介绍一些 NLP 常见的深度学习的网络结构, CNN, RNN, Word2vec, Transformer https://sqf.icu/article/b2ae0a7a-4b69-495b-9486-438655555358/ Fri, 05 May 2023 00:00:00 +0000 https://sqf.icu/article/b2ae0a7a-4b69-495b-9486-438655555358/ 神经网络相关知识的介绍 https://sqf.icu/article/f6cb80f3-f00a-4328-8c7e-b95013554fee/ Thu, 09 Mar 2023 00:00:00 +0000 https://sqf.icu/article/f6cb80f3-f00a-4328-8c7e-b95013554fee/ 简单介绍梯度下降的原理 https://sqf.icu/article/8da37f6b-dcd7-4302-bd13-a8e8467aa8c2/ Fri, 22 Jul 2022 00:00:00 +0000 https://sqf.icu/article/8da37f6b-dcd7-4302-bd13-a8e8467aa8c2/ Pytorch深度学习入门, 对于Deep Learning with pytorch公开课的笔记, 外加&lt;&lt;动手学深度学习(第二版)&gt;&gt;笔记 https://sqf.icu/article/390d7e5a-d21e-448f-b096-0310b27cd073/ Fri, 22 Jul 2022 00:00:00 +0000 https://sqf.icu/article/390d7e5a-d21e-448f-b096-0310b27cd073/ <h1 id="第1节课">第1节课</h1> <p><img loading="lazy" src="https://sqf.icu/media/22ed3d624ebd4bdc9d0980e5.png"></p> <p><img loading="lazy" src="https://sqf.icu/media/3dd31d84753762be5fdaceed.png"></p> <p><img loading="lazy" src="https://sqf.icu/media/5f526d940005132439575adb.png"></p> <p>transfer learning</p> <ol> <li> <p>Inductive Transfer Learning 归纳式迁移学习</p> </li> <li> <p>Transductive Transfer Learning 直推式迁移学习</p> <ol> <li>Domain Adaptation 领域的自适应 <ul> <li>任务一致，数据不一致</li> </ul> </li> </ol> </li> <li> <p>Unsupervised Transfer Learning 无监督式迁移学习</p> </li> </ol> <p><img loading="lazy" src="https://sqf.icu/media/4449b4cca31b311f0b984f5f.png"></p> <p><img loading="lazy" src="https://sqf.icu/media/30133b2d72dd560c72724b02.png"></p> <p>DA</p> <ol> <li>one-step <ol> <li>Xs=Xt,P(Xs)≠P(Xt) 数据空间一致，数据分布不一致</li> <li>Xs≠Xt 数据空间不一致</li> </ol> </li> <li>multi-step <ol> <li>多步 （如同时含有文字和图片）</li> </ol> </li> </ol> <p><img loading="lazy" src="https://sqf.icu/media/fa731eb1ef2ad69146c6cf7e.png"></p> https://sqf.icu/article/6be4ef49-8d76-49df-93d9-8dfbac209380/ Thu, 23 Dec 2021 00:00:00 +0000 https://sqf.icu/article/6be4ef49-8d76-49df-93d9-8dfbac209380/ 智能体育内容生产服务相关的调研