{"id":927,"date":"2025-07-27T21:29:56","date_gmt":"2025-07-27T13:29:56","guid":{"rendered":"http:\/\/101.43.65.133:8899\/?p=927"},"modified":"2025-08-03T15:33:34","modified_gmt":"2025-08-03T07:33:34","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e4%b8%8e%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%ba%95%e5%b1%82%e5%8e%9f%e7%90%86%e8%a7%a3%e9%87%8a","status":"publish","type":"post","link":"http:\/\/101.43.65.133:8899\/?p=927","title":{"rendered":"2025.07.27 \u4eba\u5de5\u667a\u80fd\u4e0e\u795e\u7ecf\u7f51\u7edc\u5e95\u5c42\u539f\u7406\u89e3\u91ca"},"content":{"rendered":"<div id=\"bsf_rt_marker\"><\/div>\n<p><a target=\"blank\" href=\"https:\/\/v.douyin.com\/LHqfKvCC1Mo\">https:\/\/v.douyin.com\/LHqfKvCC1Mo<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u3001\u4eba\u5de5\u667a\u80fd\u7684\u8d77\u6e90\u4e0e\u6838\u5fc3\u5b9a\u4e49\">\u4e00\u3001\u4eba\u5de5\u667a\u80fd\u7684\u8d77\u6e90\u4e0e\u6838\u5fc3\u5b9a\u4e49<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8d77\u70b9\uff1a\u8fbe\u7279\u8305\u65af\u4f1a\u8bae\uff081956\u5e74\uff09<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9ea6\u5361\u9521\u3001\u660e\u65af\u57fa\u3001\u9999\u519c\u7b49\u79d1\u5b66\u5bb6\u53d1\u8d77\uff0c\u9996\u6b21\u63d0\u51fa&#8221;\u4eba\u5de5\u667a\u80fd&#8221;\u6982\u5ff5<\/li>\n\n\n\n<li>\u76ee\u6807\uff1a\u5236\u9020\u80fd\u6a21\u62df\u4eba\u7c7b\u667a\u80fd\u7684\u673a\u5668\uff0c\u5960\u5b9aAI\u7814\u7a76\u57fa\u7840<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4ec0\u4e48\u662f\u667a\u80fd:<\/strong> <strong>\u667a\u80fd\u7684\u672c\u8d28<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u6536\u96c6\u4fe1\u606f\u5bf9\u4e0d\u540c\u60c5\u666f\u505a\u51fa\u9488\u5bf9\u6027\u53cd\u5e94\uff08\u5982\u8349\u5c65\u866b\u8d8b\u5229\u907f\u5bb3\uff09<\/li>\n\n\n\n<li>\u6570\u5b66\u672c\u8d28\uff1a\u8f93\u5165\u5230\u8f93\u51fa\u7684\u51fd\u6570\u6620\u5c04\u5173\u7cfb\uff08Thomas Gart\u6f14\u8bb2\u89c2\u70b9\uff09<\/li>\n\n\n\n<li>\u56fe\u7075\u6d4b\u8bd5\uff1a\u82e5\u65e0\u6cd5\u533a\u5206AI\u4e0e\u4eba\u7c7b\u5bf9\u8bdd\uff0c\u5219AI\u5177\u5907\u7c7b\u4eba\u667a\u80fd<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e8c\u3001\u4eba\u5de5\u667a\u80fd\u4e3b\u8981\u6d41\u6d3e\u53d1\u5c55\">\u4e8c\u3001\u4eba\u5de5\u667a\u80fd\u4e3b\u8981\u6d41\u6d3e\u53d1\u5c55<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u6d41\u6d3e<\/strong><\/th><th><strong>\u6838\u5fc3\u601d\u60f3<\/strong><\/th><th><strong>\u4ee3\u8868\u6280\u672f<\/strong><\/th><th><strong>\u5c40\u9650<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u7b26\u53f7\u4e3b\u4e49<\/strong><\/td><td><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-secondary-color\">\u57fa\u4e8e\u903b\u8f91\u89c4\u5219\u548c\u7b26\u53f7\u63a8\u7406<\/mark><\/td><td>\u4e13\u5bb6\u7cfb\u7edf<\/td><td>\u4f9d\u8d56\u4eba\u5de5\u89c4\u5219\uff0c\u65e0\u6cd5\u81ea\u4e3b\u5b66\u4e60<\/td><\/tr><tr><td><strong>\u8fde\u63a5\u4e3b\u4e49<\/strong><\/td><td><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-secondary-color\">\u6a21\u62df\u4eba\u8111\u795e\u7ecf\u5143\u8fde\u63a5\u4e0e\u5b66\u4e60\u673a\u5236<\/mark><\/td><td>\u795e\u7ecf\u7f51\u7edc\u3001\u6df1\u5ea6\u5b66\u4e60<\/td><td>\u65e9\u671f\u53d7\u9650\u4e8e\u8ba1\u7b97\u80fd\u529b\u548c\u7406\u8bba\u74f6\u9888<\/td><\/tr><tr><td><strong>\u673a\u5668\u5b66\u4e60<\/strong><\/td><td>\u901a\u8fc7\u6570\u636e\u8bad\u7ec3\u81ea\u4e3b\u8c03\u6574\u53c2\u6570\u4f18\u5316\u6a21\u578b<\/td><td>\u611f\u77e5\u673a\u3001\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/td><td>\u9700\u8981\u5927\u91cf\u6570\u636e\u548c\u7b97\u529b\u652f\u6301<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e09\u3001\u795e\u7ecf\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\">\u4e09\u3001\u795e\u7ecf\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u611f\u77e5\u673a\uff081957\u5e74\uff09<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9996\u4e2a\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u53ef\u5b9e\u73b0\u7b80\u5355\u6a21\u5f0f\u8bc6\u522b\uff08\u5982\u533a\u5206\u7537\u5973\/\u7bad\u5934\u65b9\u5411\uff09<\/li>\n\n\n\n<li>\u7ed3\u6784\uff1a\u8f93\u5165\u7279\u5f81\u2192\u52a0\u6743\u6c42\u548c\u2192\u9608\u503c\u6fc0\u6d3b\u2192\u8f93\u51fa\u5224\u65ad<\/li>\n\n\n\n<li>\u7f3a\u9677\uff1a\u65e0\u6cd5\u89e3\u51b3\u5f02\u6216\uff08XOR\uff09\u95ee\u9898\uff0c\u88ab\u660e\u65af\u57fa\u6279\u8bc4\u540e\u9677\u5165\u7814\u7a76\u5bd2\u51ac<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u7a81\u7834<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u89e3\u51b3\u5f02\u6216\u95ee\u9898\uff1a\u901a\u8fc7\u9690\u85cf\u5c42\u7ec4\u5408\u57fa\u7840\u7279\u5f81\uff08\u598201\/10\u8f93\u5165\u5206\u522b\u6fc0\u6d3b\u4e2d\u95f4\u795e\u7ecf\u5143\uff09<\/li>\n\n\n\n<li>\u4e07\u80fd\u8fd1\u4f3c\u5b9a\u7406\uff1a\u8db3\u591f\u6df1\u5bbd\u7684\u795e\u7ecf\u7f51\u7edc\u53ef\u62df\u5408\u4efb\u610f\u51fd\u6570<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5173\u952e\u7f51\u7edc\u7ed3\u6784\u6f14\u8fdb<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>CNN\uff08\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff09<\/strong>\uff1a\u5c40\u90e8\u8fde\u63a5+\u6743\u503c\u5171\u4eab\uff0c\u64c5\u957f\u56fe\u50cf\u8bc6\u522b<\/li>\n\n\n\n<li><strong>ResNet\/DenseNet<\/strong>\uff1a\u8df3\u8dc3\u8fde\u63a5\u89e3\u51b3\u6df1\u5c42\u7f51\u7edc\u68af\u5ea6\u6d88\u5931\u95ee\u9898<\/li>\n\n\n\n<li><strong>Transformer<\/strong>\uff1a\u6ce8\u610f\u529b\u673a\u5236\uff08Attention\uff09\uff0c\u652f\u6491GPT\u7b49\u5927\u8bed\u8a00\u6a21\u578b<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u56db\u3001\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u6838\u5fc3\u6280\u672f\">\u56db\u3001\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u6838\u5fc3\u6280\u672f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u672c\u8d28\uff1a\u901a\u8fc7\u8c03\u6574\u53c2\u6570\uff08\u65cb\u94ae\uff09\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\uff08\u9884\u6d4b\u8bef\u5dee\uff09<\/li>\n\n\n\n<li>\u7c7b\u6bd4\uff1a\u5728&#8221;\u635f\u5931\u66f2\u9762&#8221;\u4e2d\u6cbf\u6700\u9661\u5ced\u65b9\u5411\uff08\u68af\u5ea6\uff09\u4e0b\u5c71\uff0c\u9010\u6b65\u903c\u8fd1\u6700\u4f18\u89e3<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u53cd\u5411\u4f20\u64ad\uff08Back Propagation\uff09<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u94fe\u5f0f\u6cd5\u5219\uff1a\u4ece\u8f93\u51fa\u5c42\u53cd\u5411\u8ba1\u7b97\u5404\u5c42\u53c2\u6570\u68af\u5ea6<\/li>\n\n\n\n<li>\u5173\u952e\u4f5c\u7528\uff1a\u4f7f\u6df1\u5c42\u7f51\u7edc\u53c2\u6570\u4f18\u5316\u6210\u4e3a\u53ef\u80fd<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e94\u3001\u5927\u8bed\u8a00\u6a21\u578b\uff08gpt\uff09\u539f\u7406\">\u4e94\u3001\u5927\u8bed\u8a00\u6a21\u578b\uff08GPT\uff09\u539f\u7406<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u673a\u5236\uff1a\u81ea\u56de\u5f52\u751f\u6210<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4efb\u52a1\uff1a\u57fa\u4e8e\u4e0a\u6587\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff08Next Token Prediction\uff09<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6570\u636e\uff1aTB\u7ea7\u6587\u672c\u8bed\u6599\uff08\u76f8\u5f53\u4e8e\u4e0a\u4ebf\u672c\u300a\u4e09\u56fd\u6f14\u4e49\u300b\uff09<\/li>\n\n\n\n<li>\u53c2\u6570\u89c4\u6a21\uff1aGPT-3\u542b1750\u4ebf\u53c2\u6570\uff0c\u751f\u62101\u4e2a\u5b57\u970010\u00b9\u2075\u6b21\u8fd0\u7b97<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6280\u672f\u6f14\u8fdb<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u9884\u8bad\u7ec3\uff08Pre-training\uff09<\/strong>\uff1a\u5728\u6d77\u91cf\u6587\u672c\u4e0a\u5b66\u4e60\u8bed\u8a00\u89c4\u5f8b<\/li>\n\n\n\n<li><strong>\u5fae\u8c03\uff08Fine-tuning\uff09<\/strong>\uff1a\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u4f18\u5316<\/li>\n\n\n\n<li><strong>RLHF\uff08\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff09<\/strong>\uff1a\u901a\u8fc7\u5956\u52b1\/\u60e9\u7f5a\u8c03\u6574\u8f93\u51fa\uff0c\u63d0\u5347\u53ef\u7528\u6027<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5c40\u9650\u6027<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5e7b\u89c9\uff08Hallucination\uff09\uff1a\u7f16\u9020\u865a\u5047\u4fe1\u606f<\/li>\n\n\n\n<li>\u5bf9\u6297\u6837\u672c\uff1a\u5fae\u5c0f\u566a\u58f0\u53ef\u5bfc\u81f4\u6a21\u578b\u8bef\u5224\uff08\u5982\u718a\u732b\u2192\u4e4c\u9f9f\uff09<\/li>\n\n\n\n<li>\u7f3a\u4e4f\u56e0\u679c\u63a8\u7406\u80fd\u529b\uff0c\u6613\u6df7\u6dc6\u76f8\u5173\u6027\u4e0e\u5fc5\u7136\u6027<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u516d\u3001\u6269\u6563\u6a21\u578b\uff08\u751f\u6210\u5f0fai\uff09\u539f\u7406\">\u516d\u3001\u6269\u6563\u6a21\u578b\uff08\u751f\u6210\u5f0fAI\uff09\u539f\u7406<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6269\u6563\u8fc7\u7a0b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6b63\u5411\uff1a\u4ece\u6709\u5e8f\u7ed3\u6784\uff08\u56fe\u7247\uff09\u5230\u968f\u673a\u566a\u58f0\uff08\u7c7b\u4f3c\u58a8\u6c34\u6269\u6563\uff09<\/li>\n\n\n\n<li>\u53cd\u5411\uff1a\u901a\u8fc7\u8bc4\u5206\u51fd\u6570\uff08Score Function\uff09\u4ece\u566a\u58f0\u91cd\u5efa\u539f\u56fe<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Sora\u89c6\u9891\u751f\u6210\u6280\u672f<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u672c\u8d28\uff1a\u5728\u50cf\u7d20\u7a7a\u95f4+\u65f6\u95f4\u7ef4\u5ea6\u6269\u5c55\u6269\u6563\u6a21\u578b<\/li>\n\n\n\n<li>\u6311\u6218\uff1a\u4fdd\u6301\u957f\u65f6\u5e8f\u8fde\u8d2f\u6027\uff08\u5982\u906e\u6321\u7269\u4f53\u7684\u4f4d\u7f6e\u4e00\u81f4\u6027\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e03\u3001ai\u5bf9\u804c\u4e1a\u7684\u5f71\u54cd\u4e0e\u5e94\u5bf9\">\u4e03\u3001AI\u5bf9\u804c\u4e1a\u7684\u5f71\u54cd\u4e0e\u5e94\u5bf9<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9ad8\u98ce\u9669\u9886\u57df<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u91cd\u590d\u6027\u5de5\u4f5c\uff1a\u6587\u79d8\u3001\u7ffb\u8bd1\u3001\u57fa\u7840\u7f16\u7a0b\u3001\u8d22\u52a1\u6838\u7b97<\/li>\n\n\n\n<li>\u539f\u56e0\uff1a\u6570\u636e\u5145\u8db3\u3001\u6a21\u5f0f\u56fa\u5b9a\uff0c\u6613\u88abAI\u66ff\u4ee3<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u7c7b\u4f18\u52bf\u9886\u57df<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u521b\u9020\u529b\uff1a\u827a\u672f\u8bbe\u8ba1\u3001\u79d1\u7814idea\u3001\u60c5\u611f\u8868\u8fbe<\/li>\n\n\n\n<li>\u590d\u6742\u51b3\u7b56\uff1a\u6218\u7565\u89c4\u5212\u3001\u5371\u673a\u5904\u7406\u3001\u4f26\u7406\u5224\u65ad<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5e94\u5bf9\u7b56\u7565<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u673a\u534f\u540c\uff1a\u5229\u7528AI\u63d0\u5347\u6548\u7387\uff08\u5982\u751f\u6210\u521d\u7a3f\u3001\u6570\u636e\u5206\u6790\uff09<\/li>\n\n\n\n<li>\u6280\u80fd\u5347\u7ea7\uff1a\u805a\u7126\u521b\u610f\u3001\u9886\u5bfc\u529b\u3001\u8de8\u5b66\u79d1\u6574\u5408\u80fd\u529b<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/v.douyin.com\/LHqfKvCC1Mo \u4e00\u3001\u4eba\u5de5\u667a\u80fd\u7684\u8d77\u6e90\u4e0e\u6838\u5fc3\u5b9a\u4e49 \u4e8c\u3001\u4eba\u5de5\u667a\u80fd\u4e3b &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/101.43.65.133:8899\/?p=927\" class=\"more-link\">Read more<span class=\"screen-reader-text\"> &#8220;2025.07.27 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