{"id":2965,"date":"2025-04-19T18:03:33","date_gmt":"2025-04-19T10:03:33","guid":{"rendered":"https:\/\/www.gnn.club\/?p=2965"},"modified":"2025-04-21T10:45:13","modified_gmt":"2025-04-21T02:45:13","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%b8%b8%e8%a7%81%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"http:\/\/www.gnn.club\/?p=2965","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\uff08\u6570\u5b66\uff0c\u7b97\u6cd5\uff0c\u8bad\u7ec3\uff09"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>\u6b22\u8fce\u6765\u5230 DL-Optimization \u4ed3\u5e93\uff01\u672c\u9879\u76ee\u5168\u9762\u63a2\u7d22\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u6570\u5b66\u57fa\u7840\u3001\u7b97\u6cd5\u4ee5\u53ca\u4f18\u5316\u6280\u672f\uff0c\u8fd9\u4e9b\u6784\u6210\u4e86\u73b0\u4ee3\u6df1\u5ea6\u5b66\u4e60\u7684\u6838\u5fc3\u3002\u535a\u5ba2\u94fe\u63a5\u662f\u5bf9\u5185\u5bb9\u7684\u4ecb\u7ecd\uff0c\u4f1a\u6301\u7eed\u66f4\u65b0\u2026.<\/p>\n\n\n\n<p>\u9879\u76ee\u4ee3\u7801\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/Arwin-Yu\/DL-Optimization\/tree\/main\">GitHub - Arwin-Yu\/DL-Optimization<\/a><\/p>\n\n\n\n<p>\u672c\u4ed3\u5e93\u5206\u4e3a\u4e09\u4e2a\u4e3b\u8981\u90e8\u5206\uff1a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u6570\u5b66\u57fa\u7840<\/h2>\n\n\n\n<p>\u8fd9\u4e9b\u7b14\u8bb0\u672c\u6db5\u76d6\u4e86\u6df1\u5ea6\u5b66\u4e60\u548c\u673a\u5668\u5b66\u4e60\u6240\u9700\u7684\u4e00\u4e9b\u57fa\u7840\u548c\u8fdb\u9636\u7684\u6570\u5b66\u6982\u5ff5\uff0c\u638c\u63e1\u8fd9\u4e9b\u5185\u5bb9\u80fd\u5e2e\u52a9\u4f60\u6df1\u5165\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5e76\u80fd\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8fdb\u884c\u66f4\u52a0\u9ad8\u6548\u7684\u5efa\u6a21\u4e0e\u4f18\u5316\u3002<\/p>\n\n\n\n<p>01_Advanced_Mathematics.ipynb\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u4f7f\u7528\u7684\u9ad8\u7ea7\u6570\u5b66\u6982\u5ff5\u3002<\/p>\n\n\n\n<p>02_Linear_Algebra.ipynb\uff1a\u7ebf\u6027\u4ee3\u6570\u57fa\u7840\uff0c\u5305\u62ec\u77e9\u9635\u3001\u5411\u91cf\u548c\u7279\u5f81\u503c\u3002<\/p>\n\n\n\n<p>03_Probability_Theory.ipynb\uff1a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u5fc5\u9700\u7684\u6982\u7387\u7406\u8bba\u6982\u5ff5\u3002<\/p>\n\n\n\n<p>04_Information_Theory.ipynb\uff1a\u4fe1\u606f\u8bba\u7684\u5173\u952e\u539f\u7406\uff0c\u5982\u71b5\u548c\u4e92\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>05_Graph_Theory.ipynb\uff1a\u56fe\u7ed3\u6784\u53ca\u5176\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n<p>06_Group_Theory.ipynb\uff1a\u7fa4\u8bba\u6982\u5ff5\u53ca\u5176\u5728\u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n<p>07_Quantum_Mechanics.ipynb\uff1a\u91cf\u5b50\u529b\u5b66\u539f\u7406\u53ca\u5176\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u8054\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"773\" height=\"800\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/04\/20250421104015837.png\" alt=\"\" class=\"wp-image-2974\" style=\"width:600px\" srcset=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/04\/20250421104015837.png 773w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/04\/20250421104015837-290x300.png 290w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/04\/20250421104015837-768x795.png 768w\" sizes=\"auto, (max-width: 773px) 100vw, 773px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e0e\u6846\u67b6<\/h2>\n\n\n\n<p>\u8fd9\u4e9b\u7b14\u8bb0\u672c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5f53\u524d\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e2d\u7684\u5173\u952e\u6a21\u578b\u53ca\u5176\u5e94\u7528\uff0c\u6db5\u76d6\u4e86\u4ece\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u5230\u66f4\u5148\u8fdb\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u548c\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u7b49\u591a\u4e2a\u4e3b\u9898\u3002\u901a\u8fc7\u5b66\u4e60\u8fd9\u4e9b\u5185\u5bb9\uff0c\u4f60\u5c06\u83b7\u5f97\u5b9e\u73b0\u548c\u4f18\u5316\u5404\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u80fd\u529b\uff0c\u7406\u89e3\u4e0d\u540c\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u4ee5\u53ca\u5b83\u4eec\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n<p>dl_01_NN.ipynb\uff1a\u795e\u7ecf\u7f51\u7edc\u57fa\u7840\u548c\u57fa\u672c\u67b6\u6784\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<p>dl_02_CNN.ipynb\uff1a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5728\u56fe\u50cf\u5904\u7406\u548c\u7279\u5f81\u63d0\u53d6\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n<p>dl_03_RNN.ipynb\uff1a\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u5e8f\u5217\u5efa\u6a21\u3002<\/p>\n\n\n\n<p>dl_04_Encoder_Decoder.ipynb\uff1a\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784\uff0c\u7528\u4e8e\u7ffb\u8bd1\u548c\u6458\u8981\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>dl_05_Transformer.ipynb\uff1aTransformer \u6a21\u578b\u53ca\u5176\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n<p>dl_06_GAN.ipynb\uff1a\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff0c\u7528\u4e8e\u56fe\u50cf\u751f\u6210\u548c\u6570\u636e\u589e\u5f3a\u3002<\/p>\n\n\n\n<p>dl_07_Diffusion.ipynb\uff1a\u6269\u6563\u6a21\u578b\u53ca\u5176\u5728\u6982\u7387\u5efa\u6a21\u4e2d\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>dl_08_GNN.ipynb\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u4e8e\u56fe\u6570\u636e\u7684\u8868\u793a\u548c\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>dl_09_RL.ipynb\uff1a\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u7528\u4e8e\u51b3\u7b56\u548c\u63a7\u5236\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/04\/20250421104145545.gif\" alt=\"\" class=\"wp-image-2975\" style=\"width:840px;height:auto\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u65b9\u6cd5<\/h2>\n\n\n\n<p>opt_01_SupervisedLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1fS63YzEzv\/?spm_id_from=333.1387.collection.video_card.click\">\u6709\u76d1\u7763\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_02_UnSupervisedLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1Te61YUEsq\/?spm_id_from=333.1387.collection.video_card.click\">\u65e0\u76d1\u7763\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_03_SelfsupervisedLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1Ww6mYEERk\/?spm_id_from=333.1387.collection.video_card.click\">\u81ea\u76d1\u7763\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_04_SimiSupervisedLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1C9rAYZEzw\/?spm_id_from=333.1387.collection.video_card.click&amp;vd_source=72b431c4fa111dc28e774f23d215137c\">\u534a\u76d1\u7763\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_05_ContrastiveLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1DfrmYAE1a\/?spm_id_from=333.1387.collection.video_card.click\">\u5bf9\u6bd4\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_06_TransferLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV16Kr6YxEx5\/?spm_id_from=333.1387.collection.video_card.click\">\u8fc1\u79fb\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_07_AdversarialLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1bccmerEAQ\/?spm_id_from=333.1387.collection.video_card.click\">\u5bf9\u6297\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_08_EnsembleLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV17mcteBEDH\/?spm_id_from=333.1387.collection.video_card.click\">\u96c6\u6210\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_09_FederatedLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1sTcoebE5A\/?spm_id_from=333.1387.collection.video_card.click\">\u8054\u90a6\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_10_ReinforcementLearning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV18Yw6e8EUr\/?spm_id_from=333.1387.collection.video_card.click\">\u5f3a\u5316\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<p>opt_11_Active_Learning.ipynb \u89c6\u9891\u8bb2\u89e3\uff1a<strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1xg9PYcE2Z\/?spm_id_from=333.1387.collection.video_card.click\">\u4e3b\u52a8\u5b66\u4e60<\/a><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"613\" height=\"313\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/04\/20250421104438984.gif\" alt=\"\" class=\"wp-image-2977\"\/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u9879\u76ee\u76ee\u6807<\/h1>\n\n\n\n<p><a href=\"https:\/\/github.com\/Arwin-Yu\/DL-Optimization\/tree\/main#%E9%A1%B9%E7%9B%AE%E7%9B%AE%E6%A0%87\"><\/a><\/p>\n\n\n\n<p>\u63d0\u4f9b\u4e00\u4e2a\u7edf\u4e00\u7684\u8d44\u6e90\uff0c\u7528\u4e8e\u5b66\u4e60\u6df1\u5ea6\u5b66\u4e60\u4e2d\u4f7f\u7528\u7684\u6570\u5b66\u3001\u7b97\u6cd5\u548c\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u63d0\u4f9b\u5b9e\u8df5\u6027\u7684\u52a8\u624b\u793a\u4f8b\uff0c\u5de9\u56fa\u7406\u8bba\u6982\u5ff5\u3002<\/p>\n\n\n\n<p>\u4e3a\u4eba\u5de5\u667a\u80fd\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u5b66\u751f\u3001\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u63d0\u4f9b\u53c2\u8003\u6307\u5357\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction \u6b22\u8fce\u6765\u5230 DL-Optimization \u4ed3\u5e93\uff01\u672c\u9879\u76ee\u5168\u9762\u63a2\u7d22\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u6570\u5b66\u57fa\u7840\u3001 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2968,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2965","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/2965","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2965"}],"version-history":[{"count":6,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/2965\/revisions"}],"predecessor-version":[{"id":2978,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/2965\/revisions\/2978"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/media\/2968"}],"wp:attachment":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2965"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2965"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2965"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}