{"id":3063,"date":"2023-06-27T00:13:37","date_gmt":"2023-06-26T16:13:37","guid":{"rendered":"https:\/\/www.shuizilong.com\/house\/?p=3063"},"modified":"2023-06-29T00:55:12","modified_gmt":"2023-06-28T16:55:12","slug":"note-on-%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%bd%ac%e5%b2%97%e7%bb%8f%e9%aa%8c%e8%b0%88","status":"publish","type":"post","link":"https:\/\/www.shuizilong.com\/house\/archives\/note-on-%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%bd%ac%e5%b2%97%e7%bb%8f%e9%aa%8c%e8%b0%88\/","title":{"rendered":"Note on \u4eba\u5de5\u667a\u80fd\u8f6c\u5c97\u7ecf\u9a8c\u8c08"},"content":{"rendered":"<p>\u6700\u8fd1\u8f6c\u5c97\u4e86\u4eba\u5de5\u667a\u80fd\u65b9\u5411\uff0c\uff08\u7b49\u7b49\uff0c\u4f60\u4e0d\u662f Crypto \u9009\u624b\u5417\uff1f\u4f46\u662f\u8003\u8651\u5230\u4f60\u770b\u4eba\u5bb6\u5df4\u6bd4\u7279\u90fd All in AI\uff0c\u987a\u5e26\u8fd8\u628a Crypto \u4e00\u987f\u8e29\uff0c\u6211\u8fd9\u4e2a\u4e5f\u6ca1\u4ec0\u4e48\u4e22\u4eba\u7684\u5427\u54c8\u54c8\u54c8\u3002\uff09\u8003\u8651\u5230\u5e94\u8be5\u6709\u5f88\u591a\u4eba\u9700\u8981\u5427\uff0c\u6211\u8bb0\u5f55\u4e00\u4e0b\u81ea\u5df1\u7684\u7ecf\u9a8c\u3002<\/p>\n<h2>\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b<\/h2>\n<p>\u53ef\u80fd\u5f88\u591a\u4eba\u4e0d\u77e5\u9053\uff0c\u6700\u65b0\u7248\u7684\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b\u66f4\u65b0\u4e86\u4e00\u4e2a Selected Topic \u7ae0\u8282\uff0c\u4e13\u95e8\u8bb2\u4e86\u673a\u5668\u5b66\u4e60\uff01\u5185\u5bb9\u662f\u6700\u6700\u57fa\u7840\u7684 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Cluster_analysis\">\u805a\u7c7b\uff08Clustering\uff09<\/a> \u548c <a href=\"https:\/\/en.wikipedia.org\/wiki\/Gradient_descent\">\u68af\u5ea6\u4e0b\u964d\uff08Gradient descent\uff09<\/a> \u54c8\u54c8\u3002\u5185\u5bb9\u548c <a href=\"https:\/\/www.bilibili.com\/video\/BV1ZB4y1s7QT\">\u5434\u6069\u8fbe\u7684\u90a3\u4e2a<\/a> \u5dee\u4e0d\u592a\u591a\u3002\u4f46\u6211\u4f1a\u8ba4\u4e3a\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b\u7f16\u6392\u7684\u66f4\u597d\uff0c\u56e0\u4e3a\u540e\u8005\u6709\u4e9b\u8fc7\u4e8e self-contained \u4e86\uff0c\u524d\u8005\u4f1a\u7ed9\u6211\u4eec\u66f4\u591a\u7684 cross link \u548c\u590d\u6742\u5ea6\u3001\u8bef\u5dee\u7684\u5206\u6790\u3002\u3002\u3002<\/p>\n<p>\u554a\u3002\u3002\u8981\u662f\u6211\u65e9\u770b\u4e86\u8fd9\u4e2a\uff0c<a href=\"https:\/\/user.qzone.qq.com\/251815992\/blog\/1406650328\">\u4e4b\u524d<\/a> <a href=\"https:\/\/user.qzone.qq.com\/251815992\/blog\/1438681616\">\u51e0\u6b21<\/a> <a href=\"https:\/\/www.shuizilong.com\/house\/archives\/baidu-astar-2019-onsite\/\">\u767e\u5ea6\u4e4b\u661f\u51b3\u8d5b<\/a> \u7684\u65f6\u5019\u662f\u4e0d\u662f\u5c31\u53ef\u4ee5\u90fd auto-win \u4e86\uff08\u67d0\u5e73\u884c\u4e16\u754c\u7ebf\uff09<\/p>\n<ul>\n<li><a href=\"https:\/\/user.qzone.qq.com\/251815992\/blog\/1406650328\">14 \u5e74\u652f\u6301\u5411\u91cf\u673a<\/a><\/li>\n<li><a href=\"https:\/\/user.qzone.qq.com\/251815992\/blog\/1438681616\">15 \u5e74\u4e71\u641e<\/a><\/li>\n<li><a href=\"https:\/\/user.qzone.qq.com\/251815992\/blog\/1470401635\">16 \u5e74 RL<\/a><\/li>\n<\/ul>\n<p>\u6240\u4ee5\u5176\u5b9e ML \u7684\u57fa\u7840\u77e5\u8bc6\u771f\u7684\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\uff0c\u9762\u8bd5\u65e0\u5173\u5c97\u4f4d\u7684\u65f6\u5019\u8bf4\u4e0d\u5b9a\u8fd8\u4f1a\u51b7\u4e0d\u9632\u95ee\u4f60\u4e00\u4e0b= =\u3002\u3002\u3002\u800c\u4e14\uff0c\u5176\u5b9e\u66f4\u65e9\u7684\u65f6\u5019\uff0c<a href=\"https:\/\/ipsc.ksp.sk\/archive\">IPSC \u91cc\u5c31\u8003\u8fc7\u4e00\u6b21 ML \u7684\u7b97\u6cd5<\/a>\uff0816 \u5e74 L \u9898\uff09\uff0c\u8fd8\u662f\u6700\u7b80\u5355\u7684 MNIST \u90a3\u4e2a\u4e1c\u897f\u3002\u3002\u3002\u4f60\u770b\uff0c\u4f60\u53ea\u8981\u638c\u63e1\u4e86\u57fa\u672c\u7684 ML \u77e5\u8bc6\uff0c\u4f60\u5c31\u80fd\u9886\u5148\u6211\u4eec\u4e00\u5927\u5806\u9009\u624b\u4e86\uff01<\/p>\n<h2>\u300a21 \u4e2a\u9879\u76ee\u73a9\u8f6c TensorFlow\u300b<\/h2>\n<p>\u6c42\u4e0d\u53d6\u7b11 > &lt;\u3002\u3002\u3002\u4f46\u662f\u6211\u786e\u5b9e\u662f\u7528\u8fd9\u672c\u4e66\u5165\u95e8\u7684\u3002<br \/>\n\u603b\u4e4b\u8fd9\u672c\u4e66\u662f\u628a\u5f88\u591a\u6709\u8da3\u7684 ML \u4f8b\u5b50\u585e\u5728\u4e86\u4e00\u8d77\uff0c\u642d\u914d\u4ee5 TensorFlow \u7684\u5b9e\u6218\u4ee3\u7801\uff0c\u4f46\u662f\u8fd9\u5e74\u5934\u8c01\u8fd8\u7528 TensorFlow \u554a\uff1f\u4f46\u662f\u6211\u786e\u5b9e\u5728\u5f53\u5e74\u8bfb\u4e86\u4e00\u4e9b\u5185\u90e8\u7684 TensorFlow \u7684\u6559\u7a0b\u56e7\uff0c\u7ec4\u5185\u8fd8\u6709\u4e00\u4e2a sjtu \u7684 TensorFlow \u9ad8\u624b\uff0c\u8fd8\u6709 TensorFlow \u7684\u51fa\u5dee\u7ec4\u5076\u5c14\u8dd1\u6765\u7ed9\u6211\u4eec\u5185\u90e8\u63a8\u9500\uff0cGDC \u7684\u65f6\u5019\u4e5f\u63a8\u9500\u3002\u3002\u3002\u6240\u4ee5\u6211\u4e00\u76f4\u90fd\u4ee5\u4e3a TensorFlow \u624d\u662f\u597d\u7684\u56e7\u3002\u5c31\u50cf\u6211\u4e00\u76f4\u4ee5\u4e3a Angular \u662f\u597d\u7684\u4e00\u6837\u3001\u3001> &lt;<\/p>\n<h2>Pytorch \u6df1\u5ea6\u5b66\u4e60\u5b9e\u6218<\/h2>\n<p>\u8fd9\u4e2a\u662f\u6700\u8fd1\u5728\u8bfb\u7684\uff0cPytorch \u679c\u7136\u5bb9\u6613\u4e0a\u624b\u8c03\u8bd5\u7b80\u5355\uff0c\u642d\u914d\u4e0a\u5b98\u65b9\u6559\u7a0b\uff0c\u603b\u7b97\u80fd\u5165\u95e8\u5566\uff01<\/p>\n<h2>Foundations of Data Science<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.amazon.com\/Foundations-Data-Science-Avrim-Blum\/dp\/1108485065\">https:\/\/www.amazon.com\/Foundations-Data-Science-Avrim-Blum\/dp\/1108485065<\/a><\/li>\n<li><a href=\"https:\/\/t.me\/algorithm_daily_of_minako\/15330\">https:\/\/t.me\/algorithm_daily_of_minako\/15330<\/a><\/li>\n<\/ul>\n<p>\u6700\u8fd1\u5728\u8bfb\u7684\u53e6\u4e00\u672c\u4e66\u3002\u3002\u4f5c\u8005\u4e4b\u4e00\u5c45\u7136\u8fd8\u662f John Hopcroft\uff01\uff01\u3002\u3002\u3002<br \/>\n\u3002\u54c7\u3002\u3002\u53d1\u73b0\u8fd9\u4e0d\u5c31\u662f\u65b0\u65f6\u4ee3\u7684\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b\u5417\u3002\u3002\u3002<\/p>\n<h2>Information Theory: From Coding to Learning<\/h2>\n<ul>\n<li><a href=\"https:\/\/people.lids.mit.edu\/yp\/homepage\/papers.html\">https:\/\/people.lids.mit.edu\/yp\/homepage\/papers.html<\/a><\/li>\n<\/ul>\n<p>\u4ece\u4fe1\u606f\u8bba\u7684\u89d2\u5ea6\u7406\u89e3\u7f16\u7801\u548c\u673a\u5668\u5b66\u4e60\u3002\u3002\u3002\u8fd9\u4e66\u8fd8\u6ca1\u5370\u5237\uff0c\u76ee\u524d\u8fd8\u662f draft \u9636\u6bb5\u3002\u3002\u3002<br \/>\n\u867d\u7136\u6211\u770b\u4e0d\u61c2\uff0c\u4f46\u662f\u611f\u89c9\u975e\u5e38\u91cd\u8981\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u8f6c\u5c97\u4e86\u4eba\u5de5\u667a\u80fd\u65b9\u5411\uff0c\uff08\u7b49\u7b49\uff0c\u4f60\u4e0d\u662f Crypto \u9009\u624b\u5417\uff1f\u4f46\u662f\u8003\u8651\u5230\u4f60\u770b\u4eba\u5bb6\u5df4\u6bd4\u7279\u90fd All in AI\uff0c\u987a\u5e26\u8fd8\u628a Crypto \u4e00\u987f\u8e29\uff0c\u6211\u8fd9\u4e2a\u4e5f\u6ca1\u4ec0\u4e48\u4e22\u4eba\u7684\u5427\u54c8\u54c8\u54c8\u3002\uff09\u8003\u8651\u5230\u5e94\u8be5\u6709\u5f88\u591a\u4eba\u9700\u8981\u5427\uff0c\u6211\u8bb0\u5f55\u4e00\u4e0b\u81ea\u5df1\u7684\u7ecf\u9a8c\u3002 \u300a\u7b97\u6cd5\u5bfc\u8bba\u300b \u53ef\u80fd\u5f88\u591a\u4eba\u4e0d\u77e5\u9053\uff0c\u6700\u65b0\u7248\u7684\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b\u66f4\u65b0\u4e86\u4e00\u4e2a Selected Topic \u7ae0\u8282\uff0c\u4e13\u95e8\u8bb2\u4e86\u673a\u5668\u5b66\u4e60\uff01\u5185\u5bb9\u662f\u6700\u6700\u57fa\u7840\u7684 \u805a\u7c7b\uff08Clustering\uff09 \u548c \u68af\u5ea6\u4e0b\u964d\uff08Gradient descent\uff09 \u54c8\u54c8\u3002\u5185\u5bb9\u548c \u5434\u6069\u8fbe\u7684\u90a3\u4e2a \u5dee\u4e0d\u592a\u591a\u3002\u4f46\u6211\u4f1a\u8ba4\u4e3a\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b\u7f16\u6392\u7684\u66f4\u597d\uff0c\u56e0\u4e3a\u540e\u8005\u6709\u4e9b\u8fc7\u4e8e self-contained \u4e86\uff0c\u524d\u8005\u4f1a\u7ed9\u6211\u4eec\u66f4\u591a\u7684 cross link \u548c\u590d\u6742\u5ea6\u3001\u8bef\u5dee\u7684\u5206\u6790\u3002\u3002\u3002 \u554a\u3002\u3002\u8981\u662f\u6211\u65e9\u770b\u4e86\u8fd9\u4e2a\uff0c\u4e4b\u524d \u51e0\u6b21 \u767e\u5ea6\u4e4b\u661f\u51b3\u8d5b \u7684\u65f6\u5019\u662f\u4e0d\u662f\u5c31\u53ef\u4ee5\u90fd auto-win \u4e86\uff08\u67d0\u5e73\u884c\u4e16\u754c\u7ebf\uff09 14 \u5e74\u652f\u6301\u5411\u91cf\u673a 15 \u5e74\u4e71\u641e 16 \u5e74 RL \u6240\u4ee5\u5176\u5b9e ML \u7684\u57fa\u7840\u77e5\u8bc6\u771f\u7684\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\uff0c\u9762\u8bd5\u65e0\u5173\u5c97\u4f4d\u7684\u65f6\u5019\u8bf4\u4e0d\u5b9a\u8fd8\u4f1a\u51b7\u4e0d\u9632\u95ee\u4f60\u4e00\u4e0b= =\u3002\u3002\u3002\u800c\u4e14\uff0c\u5176\u5b9e\u66f4\u65e9\u7684\u65f6\u5019\uff0cIPSC \u91cc\u5c31\u8003\u8fc7\u4e00\u6b21 ML \u7684\u7b97\u6cd5\uff0816 \u5e74 L \u9898\uff09\uff0c\u8fd8\u662f\u6700\u7b80\u5355\u7684 MNIST \u90a3\u4e2a\u4e1c\u897f\u3002\u3002\u3002\u4f60\u770b\uff0c\u4f60\u53ea\u8981\u638c\u63e1\u4e86\u57fa\u672c\u7684 ML \u77e5\u8bc6\uff0c\u4f60\u5c31\u80fd\u9886\u5148\u6211\u4eec\u4e00\u5927\u5806\u9009\u624b\u4e86\uff01 \u300a21 \u4e2a\u9879\u76ee\u73a9\u8f6c TensorFlow\u300b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1],"tags":[],"class_list":["post-3063","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p2tdP7-Np","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts\/3063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/comments?post=3063"}],"version-history":[{"count":18,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts\/3063\/revisions"}],"predecessor-version":[{"id":3090,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts\/3063\/revisions\/3090"}],"wp:attachment":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/media?parent=3063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/categories?post=3063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/tags?post=3063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}