{"id":15027472,"url":"https://github.com/captain1986/captainblackboard","last_synced_at":"2025-05-16T09:02:48.831Z","repository":{"id":41380776,"uuid":"168147175","full_name":"Captain1986/CaptainBlackboard","owner":"Captain1986","description":"船长关于机器学习、计算机视觉和工程技术的总结和分享","archived":false,"fork":false,"pushed_at":"2023-04-28T07:37:48.000Z","size":110086,"stargazers_count":1240,"open_issues_count":88,"forks_count":198,"subscribers_count":38,"default_branch":"master","last_synced_at":"2025-05-16T09:02:09.686Z","etag":null,"topics":["computer-vision","convolutional-neural-networks","deep-learning","optimization-algorithms","summary"],"latest_commit_sha":null,"homepage":"","language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Captain1986.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2019-01-29T11:58:12.000Z","updated_at":"2025-05-12T06:33:26.000Z","dependencies_parsed_at":"2023-01-18T10:45:59.162Z","dependency_job_id":"3cf1af08-18d5-494e-8428-4d4ef706c632","html_url":"https://github.com/Captain1986/CaptainBlackboard","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Captain1986%2FCaptainBlackboard","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Captain1986%2FCaptainBlackboard/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Captain1986%2FCaptainBlackboard/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Captain1986%2FCaptainBlackboard/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Captain1986","download_url":"https://codeload.github.com/Captain1986/CaptainBlackboard/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254501555,"owners_count":22081528,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["computer-vision","convolutional-neural-networks","deep-learning","optimization-algorithms","summary"],"created_at":"2024-09-24T20:06:30.427Z","updated_at":"2025-05-16T09:02:48.784Z","avatar_url":"https://github.com/Captain1986.png","language":"C++","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 船长黑板报\n\n本黑板报专门记录一些船长在工作学习中的一些心得体会\n\n欢迎各路朋友提Pull Request，或者拍砖、改错别字都欢迎～\n\n## 招聘\n\n本人所在阿里淘系技术部常年招数据挖掘/CV/NLP人才，社招校招实习P5~P9欢迎准备好简历找我**内推**，dupeng63@163.com\n\n## 目录（注：列且仅列已经完成的，点击可直达）\n\n[D#0001-undefined_reference_to_XXX](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230001-undefined_reference_to_XXX/D%230001.md)\n\n[D#0002-hack_your_printf](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230002-hack_your_printf/D%230002.md)\n\n[D#0003-optimizing_cosine_distance_searching_in_a_million_feature-set](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230003-optimizing_cosine_distance_searching_in_a_million_feature-set/D%230003.md)\n\n[D#0004-depthwise_separable_convolutions_in_mobilenet](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230004-depthwise_separable_convolutions_in_mobilenet/D%230004.md)\n\n[D#0005-separable_convolutions_in_image_processing](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230005-separable_convolutions_in_image_processing/D%230005.md)\n\n[D#0006-protect_my_function](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230006-protect_my_function/D%230006.md)\n\n[D#0007-compile_git_commit_sha1_into_elf](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230007-compile_git_commit_sha1_into_elf/D%230007.md)\n\n[D#0008-拉格朗日乘子法](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230008-%E6%8B%89%E6%A0%BC%E6%9C%97%E6%97%A5%E4%B9%98%E5%AD%90%E6%B3%95/D%230008.md)\n\n[D#0009-SVM](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230009-SVM/D%230009.md)\n\n[D#0010-从线性回归到对率回归到Softmax激活函数](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230010-%E4%BB%8E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92%E5%88%B0%E5%AF%B9%E7%8E%87%E5%9B%9E%E5%BD%92%E5%88%B0Softmax%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0/D%230010.md)\n\n[D#0011-kNN](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230011-kNN/D%230011.md)\n\n[D#0012-为什么选交叉熵作为分类问题的损失函数](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230012-%E4%B8%BA%E4%BB%80%E4%B9%88%E9%80%89%E4%BA%A4%E5%8F%89%E7%86%B5%E4%BD%9C%E4%B8%BA%E5%88%86%E7%B1%BB%E9%97%AE%E9%A2%98%E7%9A%84%E6%8D%9F%E5%A4%B1%E5%87%BD%E6%95%B0/D%230012.md)\n\n[D#0013-深度学习调参常用方法总结](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230013-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E8%B0%83%E5%8F%82%E5%B8%B8%E7%94%A8%E6%96%B9%E6%B3%95%E6%80%BB%E7%BB%93/D%230013.md)\n\n[D#0014-数据降维常用方法总结(LDA,PCA)](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230014-%E6%95%B0%E6%8D%AE%E9%99%8D%E7%BB%B4%E5%B8%B8%E7%94%A8%E6%96%B9%E6%B3%95%E6%80%BB%E7%BB%93(LDA%2CPCA)/D%230014.md)\n\n[D#0015-深度学习常用损失函数](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230015-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%B8%B8%E7%94%A8%E6%8D%9F%E5%A4%B1%E5%87%BD%E6%95%B0/D%230015.md)\n\n[D#0016-深度学习中不平衡样本的处理](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230016-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E4%B8%8D%E5%B9%B3%E8%A1%A1%E6%A0%B7%E6%9C%AC%E7%9A%84%E5%A4%84%E7%90%86/D%230016.md)\n\n[D#0017-MTCNN和FaceBoxes](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230017-MTCNN%E5%92%8CFaceBoxes/D%230017.md)\n\n[D#0019-DeepID1,DeepID2,DeepID2+和DeepID3](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230019-DeepID1%2CDeepID2%2CDeepID2%2B%E5%92%8CDeepID3/D%230019.md)\n\n[D#0020-Batch-Normalization层原理与分析](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230020-Batch-Normalization%E5%B1%82%E5%8E%9F%E7%90%86%E4%B8%8E%E5%88%86%E6%9E%90/D%230020.md)\n\n[D#0021-机器学习中的过拟合及其解决办法](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230021-%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E4%B8%AD%E7%9A%84%E8%BF%87%E6%8B%9F%E5%90%88%E5%8F%8A%E5%85%B6%E8%A7%A3%E5%86%B3%E5%8A%9E%E6%B3%95/D%230021.md)\n\n[D#0023-CNN模型计算量估计](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230023-CNN%E6%A8%A1%E5%9E%8B%E8%AE%A1%E7%AE%97%E9%87%8F%E4%BC%B0%E8%AE%A1/D%230023.md)\n\n[D#0024-CNN模型内存访问估计](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230024-CNN%E6%A8%A1%E5%9E%8B%E5%86%85%E5%AD%98%E8%AE%BF%E9%97%AE%E4%BC%B0%E8%AE%A1/D%230024.md)\n\n[D#0025-CNN中使用卷积代替全连接](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230025-CNN%E4%B8%AD%E4%BD%BF%E7%94%A8%E5%8D%B7%E7%A7%AF%E4%BB%A3%E6%9B%BF%E5%85%A8%E8%BF%9E%E6%8E%A5/D%230025.md)\n\n[D#0026-深度学习检测小目标常用方法](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230026-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A3%80%E6%B5%8B%E5%B0%8F%E7%9B%AE%E6%A0%87%E5%B8%B8%E7%94%A8%E6%96%B9%E6%B3%95/D%230026.md)\n\n[D#0027-聊聊2017 ImageNet夺冠的SENet](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230027-%E8%81%8A%E8%81%8A2017%20ImageNet%E5%A4%BA%E5%86%A0%E7%9A%84SENet/D%230027.md)\n\n[D#0028-再聊SENet的孪生兄弟SKNet](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230028-%E5%86%8D%E8%81%8ASENet%E7%9A%84%E5%AD%AA%E7%94%9F%E5%85%84%E5%BC%9FSKNet/D%230028.md)\n\n[D#0029-CV中的注意力机制](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230029-CV%E4%B8%AD%E7%9A%84%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6/D%230029.md)\n\n[D#0030-类MTCNN的360RIP人脸检测器PCN](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230030-%E7%B1%BBMTCNN%E7%9A%84360RIP%E4%BA%BA%E8%84%B8%E6%A3%80%E6%B5%8B%E5%99%A8PCN/D%230030.md)\n\n[D#0031-知识蒸馏Knowledge-Distillation](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230031-%E7%9F%A5%E8%AF%86%E8%92%B8%E9%A6%8FKnowledge-Distillation/D%230031.md)\n\n[D#0032-CNN可视化之类激活热力图Grad-CAM](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230032-CNN%E5%8F%AF%E8%A7%86%E5%8C%96%E4%B9%8B%E7%B1%BB%E6%BF%80%E6%B4%BB%E7%83%AD%E5%8A%9B%E5%9B%BEGrad-CAM/D%230032.md)\n\n[D#0033-一些分类网络的训练技巧](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230033-%E4%B8%80%E4%BA%9B%E5%88%86%E7%B1%BB%E7%BD%91%E7%BB%9C%E7%9A%84%E8%AE%AD%E7%BB%83%E6%8A%80%E5%B7%A7/D%230033.md)\n\n[D#0034-火箭发射：阿里巴巴的轻量网络训练方法](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230034-%E7%81%AB%E7%AE%AD%E5%8F%91%E5%B0%84%EF%BC%9A%E9%98%BF%E9%87%8C%E5%B7%B4%E5%B7%B4%E7%9A%84%E8%BD%BB%E9%87%8F%E7%BD%91%E7%BB%9C%E8%AE%AD%E7%BB%83%E6%96%B9%E6%B3%95/D%230034.md)\n\n[D#0035-2KW短视频打标问题之Activate-Learning](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230035-2KW%E7%9F%AD%E8%A7%86%E9%A2%91%E6%89%93%E6%A0%87%E9%97%AE%E9%A2%98%E4%B9%8BActivate-Learning/D%230035.md)\n\n[D#0036-2KW短视频打标问题之Multi-Modal-Machine-Learning](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230036-2KW%E7%9F%AD%E8%A7%86%E9%A2%91%E6%89%93%E6%A0%87%E9%97%AE%E9%A2%98%E4%B9%8BMulti-Modal-Machine-Learning/D%230036.md)\n\n[D#0037-CentralNet做多模态融合](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230037-CentralNet%E5%81%9A%E5%A4%9A%E6%A8%A1%E6%80%81%E8%9E%8D%E5%90%88/D%230037.md)\n\n[D#0038-Multi-View-Active-Learning做视频推荐](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230038-Multi-View-Active-Learning%E5%81%9A%E8%A7%86%E9%A2%91%E6%8E%A8%E8%8D%90/D%230038.md)\n\n[D#0039-用FCN做分割](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230039-%E7%94%A8FCN%E5%81%9A%E5%88%86%E5%89%B2/D%230039.md)\n\n[D#0040-用U-Net做分割](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230040-用U-Net做分割/D%230040.md)\n\n[D#0041-用RefineNet做分割](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230041-用RefineNet做分割/D%230041.md)\n\n[D#0042-用DeepLabv3+的Encoder-Decoder做分割](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230042-%E7%94%A8DeepLabv3%2B%E7%9A%84Encoder-Decoder%E5%81%9A%E5%88%86%E5%89%B2/D%230042.md)\n\n[D#0043-用HRNet做分割](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230043-%E7%94%A8HRNet%E5%81%9A%E5%88%86%E5%89%B2/D%230043.md)\n\n[D#0044-用Network-Slimming做模型加速和压缩](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230044-%E7%94%A8Network-Slimming%E5%81%9A%E6%A8%A1%E5%9E%8B%E5%8A%A0%E9%80%9F%E5%92%8C%E5%8E%8B%E7%BC%A9/D%230044.md)\n\n[D#0045-Stacked-Hourglass-Network-for-Human-Pose-Estimation](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230045-Stacked-Hourglass-Network-for-Human-Pose-Estimation/D%230045.md)\n\n[D#0046-Anchor-Free第一篇CornerNet-Detecting-Objects-as-Paired-Keypoints](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230046-Anchor-Free%E7%AC%AC%E4%B8%80%E7%AF%87CornerNet-Detecting-Objects-as-Paired-Keypoints/D%230046.md)\n\n[D#0047-Anchor-Free第二篇CornerNet的变种ExtremeNet](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230047-Anchor-Free%E7%AC%AC%E4%BA%8C%E7%AF%87CornerNet%E7%9A%84%E5%8F%98%E7%A7%8DExtremeNet/D%230047.md)\n\n[D#0048-Anchor-Free第三篇Objects-as-Points](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230048-Anchor-Free%E7%AC%AC%E4%B8%89%E7%AF%87Objects-as-Points/D%230048.md)\n\n[D#0049-Anchor-Free第四篇CenterNet-Keypoint-Triplets-for-Object-Detection](https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230049-Anchor-Free%E7%AC%AC%E5%9B%9B%E7%AF%87CenterNet-Keypoint-Triplets-for-Object-Detection/D%230049.md)\n\n## 关于Issues\n\nIssues里面我记录了一些自己要写的内容清单，写完一个就Close一个\n\n## 转载须知\n\n**如需转载，请著名原作者“船长”和原文链接**\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcaptain1986%2Fcaptainblackboard","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcaptain1986%2Fcaptainblackboard","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcaptain1986%2Fcaptainblackboard/lists"}