{"id":6079,"date":"2022-08-22T21:15:36","date_gmt":"2022-08-22T13:15:36","guid":{"rendered":"http:\/\/139.9.1.231\/?p=6079"},"modified":"2022-08-22T21:15:39","modified_gmt":"2022-08-22T13:15:39","slug":"recommendersystem","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/22\/recommendersystem\/","title":{"rendered":"\u5c0f\u7ea2\u4e66\u63a8\u8350\u7cfb\u7edf &#8212;\u516c\u5f00\u8bfe"},"content":{"rendered":"\n<p>\u63a8\u8350\u7cfb\u7edf\u8bfe\u4ef6\uff1a<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/wangshusen\/RecommenderSystem<\/a><\/p>\n\n\n\n<h1>\u5de5\u4e1a\u754c\u7684\u63a8\u8350\u7cfb\u7edf<\/h1>\n\n\n\n<p>\u8fd9\u95e8\u8bfe\u7a0b\u7ed3\u5408\u5c0f\u7ea2\u4e66\u7684\u4e1a\u52a1\u573a\u666f\u548c\u5185\u90e8\u5b9e\u8df5\uff0c\u8bb2\u89e3\u4e3b\u6d41\u7684\u5de5\u4e1a\u754c\u63a8\u8350\u7cfb\u7edf\u6280\u672f\u3002<\/p>\n\n\n\n<ol><li><strong>\u6982\u8981<\/strong><ul><li>\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u672c\u6982\u5ff5 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/01_Basics_01.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/5dTOPen28ts\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1PS4y1A7za\">B\u7ad9<\/a>].<\/li><li>\u63a8\u8350\u7cfb\u7edf\u7684\u94fe\u8def [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/01_Basics_02.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/HMcCaG9RmnU\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1hF411M7b5\">B\u7ad9<\/a>].<\/li><\/ul><\/li><li><strong>\u53ec\u56de<\/strong><ul><li>\u57fa\u4e8e\u7269\u54c1\u7684\u534f\u540c\u8fc7\u6ee4\uff08ItemCF\uff09 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_01.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/QtmunNLeDvo\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1mA4y1Q7RN\">B\u7ad9<\/a>].<\/li><li>Swing\u6a21\u578b [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_02.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/DUUMNTDuJ3Q\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1DA4y1Q7rB\">B\u7ad9<\/a>].<\/li><li>\u57fa\u4e8e\u7528\u6237\u7684\u534f\u540c\u8fc7\u6ee4\uff08UserCF\uff09 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_03.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/7O9zFMNdrZ8\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1HY4y1Y7P1\">B\u7ad9<\/a>].<\/li><li>\u79bb\u6563\u7279\u5f81\u5904\u7406 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_04.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/Wiqfn0BIcJs\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1pS4y1a7QT\">B\u7ad9<\/a>].<\/li><li>\u77e9\u9635\u8865\u5145 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_05.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/phpIjr8_C7g\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1b34y1e7En\">B\u7ad9<\/a>].<\/li><li>\u53cc\u5854\u6a21\u578b\uff1a\u6a21\u578b\u548c\u8bad\u7ec3 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_06.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/2Mc10LZ-DB0\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1YA4y1D75Q\">B\u7ad9<\/a>].<\/li><li>\u53cc\u5854\u6a21\u578b\uff1a\u6b63\u8d1f\u6837\u672c [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_07.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/KOpl2cJyKOg\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV133411T7ue\">B\u7ad9<\/a>].<\/li><li>\u53cc\u5854\u6a21\u578b\uff1a\u7ebf\u4e0a\u670d\u52a1 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_08.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/3qOvHfW1A-8\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1KY4y1h73Y\">B\u7ad9<\/a>].<\/li><li>\u5176\u5b83\u53ec\u56de\u901a\u9053 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/02_Retrieval_09.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/7CKBjx7bw7k\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1m5411R7nd\">B\u7ad9<\/a>].<\/li><\/ul><\/li><li><strong>\u6392\u5e8f<\/strong><ul><li>\u591a\u76ee\u6807\u6392\u5e8f\u6a21\u578b [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/03_Rank_01.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/kY4W46MQqsg\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV19t4y1p7UM\">B\u7ad9<\/a>].<\/li><li>Multi-gate Mixture-of-Experts (MMoE) [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/03_Rank_02.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/JIEwaPARjfk\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV14Y411M74v\">B\u7ad9<\/a>].<\/li><li>\u9884\u4f30\u5206\u6570\u878d\u5408 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/03_Rank_03.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/D2iqM2puJ2I\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1YT411578u\">B\u7ad9<\/a>].<\/li><li>\u64ad\u653e\u65f6\u957f\u5efa\u6a21 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/03_Rank_04.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/SiyvcJzr2bg\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1394y1277M\">B\u7ad9<\/a>].<\/li><li>\u63a8\u8350\u7cfb\u7edf\u7684\u7279\u5f81 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/03_Rank_05.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/J7N4xjqg0rk\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1gN4y157TM\">B\u7ad9<\/a>].<\/li><li>\u7c97\u6392\u4e09\u5854\u6a21\u578b [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/03_Rank_06.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/0CvouPv47SA\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1Dd4y1m7KT\">B\u7ad9<\/a>].<\/li><\/ul><\/li><li><strong>\u4ea4\u53c9\u7ed3\u6784<\/strong><ul><li>Factorized Machine (FM) [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/04_Cross_01.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/exVPXVFPMDk\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV15V4y1x7Ht\">B\u7ad9<\/a>].<\/li><li>Deep &amp; Cross Network (\u6df1\u5ea6\u4ea4\u53c9\u7f51\u7edc) [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/04_Cross_02.pdf\">slides<\/a>]<\/li><li>LHUC [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/04_Cross_03.pdf\">slides<\/a>]<\/li><li>SENet &amp; FiBiNET [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/04_Cross_04.pdf\">slides<\/a>]<\/li><\/ul><\/li><li><strong>\u7528\u6237\u884c\u4e3a\u5e8f\u5217\u5efa\u6a21<\/strong><ul><li>\u7528\u6237\u884c\u4e3a\u5e8f\u5217\u7279\u5f81<\/li><li>DIN \u6a21\u578b<\/li><li>SIM \u6a21\u578b<\/li><\/ul><\/li><li><strong>\u91cd\u6392<\/strong><ul><li>\u591a\u6837\u6027 MMR<\/li><li>\u591a\u6837\u6027 DPP<\/li><li>\u591a\u6837\u6027 MGS<\/li><\/ul><\/li><li><strong>\u7269\u54c1\u51b7\u542f\u52a8<\/strong><ul><li>\u8bc4\u4ef7\u6307\u6807 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/07_ColdStart_01.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/EEQ4qwjezRc\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1eZ4y1a7tG\">B\u7ad9<\/a>].<\/li><li>\u7b80\u5355\u7684\u53ec\u56de\u901a\u9053 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/07_ColdStart_02.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/lboewzsA8DU\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1HY4y157Ri\">B\u7ad9<\/a>].<\/li><li>\u805a\u7c7b\u53ec\u56de [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/07_ColdStart_03.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/Tm4SlB9A8BQ\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1YT4y1q7zC\">B\u7ad9<\/a>].<\/li><li>Look-Alike\u4eba\u7fa4\u6269\u6563 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/07_ColdStart_04.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/pjmRo8Uzzqg\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1U5411X7ud\">B\u7ad9<\/a>].<\/li><li>\u6d41\u91cf\u8c03\u63a7 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/07_ColdStart_05.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/QGD-1Feq1ZQ\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV1vS4y1z7sC\">B\u7ad9<\/a>].<\/li><li>\u51b7\u542f\u52a8\u7684AB\u6d4b\u8bd5 [<a href=\"https:\/\/github.com\/wangshusen\/RecommenderSystem\/blob\/main\/Slides\/07_ColdStart_06.pdf\">slides<\/a>] [<a href=\"https:\/\/youtu.be\/oEUi4mSAv8Q\">YouTube<\/a>] [<a href=\"https:\/\/www.bilibili.com\/video\/BV12341137Cq\">B\u7ad9<\/a>].<\/li><\/ul><\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u63a8\u8350\u7cfb\u7edf\u8bfe\u4ef6\uff1ahttps:\/\/github.com\/wangshusen\/RecommenderSystem  &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/08\/22\/recommendersystem\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u5c0f\u7ea2\u4e66\u63a8\u8350\u7cfb\u7edf &#8212;\u516c\u5f00\u8bfe<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[23],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/6079"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=6079"}],"version-history":[{"count":3,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/6079\/revisions"}],"predecessor-version":[{"id":6082,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/6079\/revisions\/6082"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=6079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=6079"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=6079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}