{"id":21631,"date":"2026-09-16T15:06:50","date_gmt":"2026-09-16T07:06:50","guid":{"rendered":"https:\/\/92it.top\/?p=21631"},"modified":"2026-09-16T15:07:18","modified_gmt":"2026-09-16T07:07:18","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%88multi-agent%ef%bc%89-2","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=21631","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014 \u795e\u7ecf\u7f51\u7edc"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u4e4b\u524d\u7684\u7b14\u8bb0\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86 AI \u7684\u5404\u79cd\u795e\u5947\u80fd\u529b\uff1a\u5b83\u80fd\u5199\u8bd7\u3001\u80fd\u753b\u753b\u3001\u80fd\u5f00\u8f66\u3001\u80fd\u63a8\u7406\u2026\u2026 \u6211\u4eec\u4e00\u76f4\u5728\u60ca\u53f9\u4e8e\u5b83\u80fd\u505a\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u6765\u8fdb\u884c\u4e00\u6b21\u7684\u6eaf\u6e90\u4e4b\u65c5\uff0c\u53bb\u56de\u7b54\u90a3\u4e2a\u6839\u672c\u7684\u3001\u6838\u5fc3\u7684\u95ee\u9898\uff1a\u8fd9\u4e00\u5207\u667a\u80fd\u7684\u80cc\u540e\uff0c\u90a3\u4e2a\u88ab\u79f0\u4e3a<strong>\u795e\u7ecf\u7f51\u7edc\uff08Neural Network\uff0cNN\uff09<\/strong>\u7684 AI \u5927\u8111\uff0c\u5230\u5e95\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1f<\/p>\n\n\n\n<p>\u4f60\u53ef\u80fd\u542c\u8fc7\u5f88\u591a\u5173\u4e8e\u5b83\u7684\u63cf\u8ff0\uff1a\u6a21\u4eff\u4eba\u8111\u795e\u7ecf\u5143\u3001\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u7840\u3001\u4e00\u4e2a\u590d\u6742\u7684\u6570\u5b66\u6a21\u578b\u2026\u2026 \u8fd9\u4e9b\u63cf\u8ff0\u90fd\u5bf9\uff0c\u4f46\u90fd\u592a\u62bd\u8c61\u4e86\uff01\uff01\uff01<\/p>\n\n\n\n<p>\u4e3a\u4e86\u7406\u89e3\u795e\u7ecf\u7f51\u7edc\uff0c\u6211\u4eec\u5c06\u629b\u5f00\u6240\u6709\u590d\u6742\u7684\u6570\u5b66\u516c\u5f0f\u548c\u4ee3\u7801\uff0c\u7528\u4e00\u4e2a\u6781\u5176\u7b80\u5355\u7684\u751f\u6d3b\u6848\u4f8b\uff0c\u4e00\u6b65\u6b65\u5730\u3001\u5f92\u624b\u642d\u5efa\u4e00\u4e2a\u5fae\u578b\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n\n\n\n<p>\u4f60\u4e0d\u9700\u8981\u4efb\u4f55\u7f16\u7a0b\u6216\u6570\u5b66\u57fa\u7840\uff01\u53ea\u8981\u8ddf\u7740\u6211\u7684\u601d\u8def\uff0c\u8010\u5fc3\u770b\u5b8c\u8fd9\u7bc7\u7b14\u8bb0\uff0c\u4f60\u5c31\u80fd\uff1a<\/p>\n\n\n\n<ul>\n<li>\u76f4\u89c2\u5730\u7406\u89e3\u795e\u7ecf\u5143\u3001\u6743\u91cd\u3001\u504f\u7f6e\u3001\u6fc0\u6d3b\u51fd\u6570\u8fd9\u4e9b\u6838\u5fc3\u6982\u5ff5\u5230\u5e95\u662f\u4ec0\u4e48\u3002<\/li>\n\n\n\n<li>\u4eb2\u773c\u89c1\u8bc1\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u662f\u5982\u4f55\u4ece\u4e00\u65e0\u6240\u77e5\uff0c\u901a\u8fc7\u5b66\u4e60\uff08\u8bad\u7ec3\uff09\uff0c\u6700\u7ec8\u53d8\u5f97\u806a\u660e\u8d77\u6765\u7684\u5168\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li>\u5f7b\u5e95\u641e\u61c2\u6df1\u5ea6\u5b66\u4e60\u7684\u6df1\uff0c\u5230\u5e95\u6df1\u5728\u54ea\u91cc\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4e00\u5207\u7684\u5f00\u59cb \u2014\u2014 \u50cf\u795e\u7ecf\u5143\u4e00\u6837\u505a\u51b3\u7b56 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u6784\u5efa\u590d\u6742\u7684\u7f51\u7edc\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u6765\u8ba4\u8bc6\u4e00\u4e0b\u5b83\u7684\u6700\u5c0f\u3001\u6700\u57fa\u672c\u7684\u7ec4\u6210\u5355\u4f4d \u2014\u2014<strong>\u795e\u7ecf\u5143<\/strong>\uff0c\u4e5f\u53eb<strong>\u611f\u77e5\u5668 (Perceptron)<\/strong>\u3002<\/p>\n\n\n\n<p>\u522b\u88ab\u540d\u5b57\u5413\u5230\uff0c\u5b83\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u8ddf\u4f60\u505a\u4e00\u6b21\u7b80\u5355\u7684\u51b3\u7b56\uff0c\u4e00\u6a21\u4e00\u6837\uff01<\/p>\n\n\n\n<p><strong>\u573a\u666f\uff1a\u4f60\u51b3\u5b9a\u4eca\u5929\u8981\u4e0d\u8981\u5e26\u4f1e\u51fa\u95e8\uff1f<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u505a\u8fd9\u4e2a\u51b3\u7b56\uff0c\u4f60\u7684\u5927\u8111\u4f1a\u8003\u8651\u51e0\u4e2a<strong>\u8f93\u5165\u4fe1\u606f<\/strong>\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u5929\u6c14\u9884\u62a5\u8bf4\u4e0b\u96e8\u7684\u6982\u7387\uff1f<\/strong>\uff08\u6211\u4eec\u5047\u8bbe 0 \u4ee3\u8868 0%\uff0c1 \u4ee3\u8868 100%\uff09<\/li>\n\n\n\n<li><strong>\u5929\u7a7a\u7684\u4e4c\u4e91\u591a\u4e0d\u591a\uff1f<\/strong>\uff080 \u4ee3\u8868\u6674\u7a7a\u4e07\u91cc\uff0c1 \u4ee3\u8868\u4e4c\u4e91\u5bc6\u5e03\uff09<\/li>\n\n\n\n<li><strong>\u540c\u4f34\u6709\u6ca1\u6709\u5e26\u4f1e\uff1f<\/strong>\uff080 \u4ee3\u8868\u6ca1\u5e26\uff0c1 \u4ee3\u8868\u5e26\u4e86\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u662f\uff0c\u8fd9\u4e09\u4e2a\u4fe1\u606f\u5728\u4f60\u5fc3\u4e2d\u7684<strong>\u6743\u91cd (Weight)<\/strong> \u662f\u4e0d\u540c\u7684\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u5929\u6c14\u9884\u62a5\u975e\u5e38\u51c6\uff0c\u4f60\u975e\u5e38\u4fe1\u8d56\u5b83<\/strong>\uff0c\u6240\u4ee5\u5b83\u7684\u6743\u91cd\u53ef\u80fd\u5f88\u9ad8\uff0c\u6bd4\u5982<strong>6<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u4e4c\u4e91\u4e5f\u5f88\u91cd\u8981\uff0c\u4f46\u4e0d\u5982\u9884\u62a5\u51c6<\/strong>\uff0c\u6743\u91cd\u53ef\u80fd\u662f<strong>3<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u540c\u4f34\u5e26\u6ca1\u5e26\u4f1e\uff0c\u53ea\u662f\u4e2a\u53c2\u8003<\/strong>\uff0c\u53ef\u80fd\u5f71\u54cd\u4e0d\u5927\uff0c\u6743\u91cd\u53ef\u80fd\u662f<strong>1<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u73b0\u5728\uff0c\u5047\u8bbe\u4eca\u5929\u7684\u60c5\u51b5\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5929\u6c14\u9884\u62a5\u4e0b\u96e8\u6982\u7387\u662f 0.8\uff0880%\uff09\u3002<\/li>\n\n\n\n<li>\u5929\u7a7a\u4e4c\u4e91\u5bc6\u5e03\uff0c\u662f 1\u3002<\/li>\n\n\n\n<li>\u540c\u4f34\u6ca1\u5e26\u4f1e\uff0c\u662f 0\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f60\u7684\u5927\u8111\u4f1a\u8fdb\u884c\u4e00\u6b21<strong>\u52a0\u6743\u6c42\u548c<\/strong>\uff0c\u8ba1\u7b97\u4e00\u4e2a\u5e26\u4f1e\u503e\u5411\u5206\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">(\u8f93\u51651 \u00d7 \u6743\u91cd1) + (\u8f93\u51652 \u00d7 \u6743\u91cd2) + (\u8f93\u51653 \u00d7 \u6743\u91cd3)\n= (0.8 \u00d7 6) + (1 \u00d7 3) + (0 \u00d7 1)\n= 4.8 + 3 + 0\n= 7.8\n<\/pre>\n\n\n\n<p>\u8fd9\u4e2a 7.8 \u5c31\u662f\u4f60\u5185\u5fc3\u60f3\u5e26\u4f1e\u7684\u5f3a\u70c8\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u4f60\u9700\u8981\u4e00\u4e2a<strong>\u51b3\u7b56\u95e8\u69db\uff08Threshold\uff09<\/strong>\u3002\u6bd4\u5982\uff0c\u4f60\u8bbe\u5b9a\u53ea\u8981\u8fd9\u4e2a\u503e\u5411\u5206\u5927\u4e8e\u7b49\u4e8e 5\uff0c\u4f60\u5c31\u6700\u7ec8\u51b3\u5b9a\u5e26\u4f1e\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3a 7.8 &gt; 5\uff0c\u6240\u4ee5\uff0c\u6700\u7ec8\u51b3\u7b56\uff1a\u5e26\u4f1e\uff01<\/p>\n\n\n\n<p>\u606d\u559c\u4f60\uff01\u4f60\u521a\u521a\u5728\u8111\u4e2d\u5b8c\u6210\u4e86\u4e00\u6b21\u4eba\u5de5\u795e\u7ecf\u5143\u7684\u5b8c\u6574\u8ba1\u7b97\uff01<\/p>\n\n\n\n<p>\u6211\u4eec\u628a\u5b83\u7ffb\u8bd1\u6210 AI \u7684\u8bed\u8a00\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u8f93\u5165\uff08Inputs\uff09<\/strong>\uff1ax1\uff0cx2\uff0cx3\uff08\u5929\u6c14\u3001\u4e4c\u4e91\u3001\u540c\u4f34\uff09<\/li>\n\n\n\n<li><strong>\u6743\u91cd\uff08Weights\uff09<\/strong>\uff1aw1\uff0cw2\uff0cw3\uff086\uff0c3\uff0c1\uff09<\/li>\n\n\n\n<li><strong>\u52a0\u6743\u548c\uff08Weighted Sum\uff09<\/strong>\uff1az = x1*<em>w1 + x2<\/em>*w2 + x3*w3<\/li>\n\n\n\n<li><strong>\u51b3\u7b56\u95e8\u69db\uff08Threshold\uff09<\/strong>\uff1a5<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u6570\u5b66\u4e0a\u66f4\u65b9\u4fbf\uff0c\u6211\u4eec\u901a\u5e38\u4f1a\u628a\u95e8\u69db\u79fb\u5230\u7b49\u5f0f\u5de6\u8fb9\uff0c\u53d8\u6210\u4e00\u4e2a<strong>\u504f\u7f6e\u9879\uff08Bias, b\uff09<\/strong>\u3002 z &#8211; Threshold &gt;= 0 \u7b49\u4ef7\u4e8e z + (-Threshold) &gt;= 0\u3002\u6211\u4eec\u4ee4 b = -Threshold\u3002<\/p>\n\n\n\n<p>\u4e8e\u662f\uff0c\u516c\u5f0f\u53d8\u6210\u4e86\uff1az + b = x1*<em>w1 + x2<\/em>*w2 + x3*w3 + b<\/p>\n\n\n\n<p><strong>\u8fd9\u91cc\u7684\u504f\u7f6e (Bias)\uff0c\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u8fd9\u4e2a\u795e\u7ecf\u5143\u5929\u751f\u7684\u51b3\u7b56\u503e\u5411\u3002<\/strong> \u4e00\u4e2a Bias \u5f88\u5927\u7684\u795e\u7ecf\u5143\uff0c\u5c31\u50cf\u4e00\u4e2a\u5929\u751f\u5c31\u60b2\u89c2\u3001\u603b\u60f3\u5e26\u4f1e\u7684\u4eba\uff0c\u4e00\u70b9\u98ce\u5439\u8349\u52a8\u5c31\u4f1a\u8ba9\u5b83\u6fc0\u6d3b\u3002<\/p>\n\n\n\n<p>\u6700\u540e\u4e00\u6b65\uff0c\u90a3\u4e2a\u5927\u4e8e\u95e8\u69db\u5c31\u8f93\u51fa 1\uff08\u5e26\u4f1e\uff09\uff0c\u5c0f\u4e8e\u5c31\u8f93\u51fa 0\uff08\u4e0d\u5e26\u4f1e\uff09\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u88ab\u79f0\u4e3a<strong>\u6fc0\u6d3b\u51fd\u6570\uff08Activation Function\uff09<\/strong>\u3002\u5b83\u8d1f\u8d23\u628a\u524d\u9762\u8ba1\u7b97\u51fa\u7684\u503e\u5411\u5206\uff0c\u8f6c\u5316\u6210\u4e00\u4e2a\u6700\u7ec8\u7684\u3001\u660e\u786e\u7684\u8f93\u51fa\u4fe1\u53f7\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\ud83d\udca1 \u4e00\u4e2a\u4eba\u5de5\u795e\u7ecf\u5143\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u7a0b\u5c31\u662f\uff1a \u63a5\u6536\u591a\u4e2a\u8f93\u5165 \u2192 \u5bf9\u6bcf\u4e2a\u8f93\u5165\u4e58\u4ee5\u5176\u5bf9\u5e94\u7684\u6743\u91cd \u2192 \u5c06\u6240\u6709\u7ed3\u679c\u76f8\u52a0\u5e76\u52a0\u4e0a\u4e00\u4e2a\u504f\u7f6e \u2192 \u5c06\u6700\u7ec8\u7684\u548c\u901a\u8fc7\u4e00\u4e2a\u6fc0\u6d3b\u51fd\u6570\uff0c\u5f97\u5230\u8f93\u51fa\u3002<\/pre>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"349\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-1024x349.png\" alt=\"\" class=\"wp-image-21632\" style=\"width:460px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-1024x349.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-300x102.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-768x262.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-830x283.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-230x78.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-350x119.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113-480x164.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-113.png 1044w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u4ece\u4e00\u4e2a\u70b9\u5230\u4e00\u5f20\u7f51 \u2014\u2014 \u795e\u7ecf\u7f51\u7edc\u7684\u8bde\u751f \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e00\u4e2a\u795e\u7ecf\u5143\u53ea\u80fd\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u51b3\u7b56\uff0c\u80fd\u529b\u975e\u5e38\u6709\u9650\u3002\u4f46\u5f53\u6211\u4eec\u628a\u6210\u5343\u4e0a\u4e07\u4e2a\u8fd9\u6837\u7684\u795e\u7ecf\u5143\uff0c\u50cf\u642d\u4e50\u9ad8\u4e00\u6837\uff0c\u7ec4\u7ec7\u6210\u4e00\u5f20\u5de8\u5927\u7684\u3001\u5c42\u5c42\u76f8\u8fde\u7684\u7f51\u7edc\u65f6\uff0c\u5947\u8ff9\u5c31\u53d1\u751f\u4e86\uff01<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f<strong>\u795e\u7ecf\u7f51\u7edc<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u6700\u57fa\u7840\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u901a\u5e38\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd39<\/strong> <strong>1. \u8f93\u5165\u5c42 (Input Layer)\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u804c\u8d23<\/strong>\uff1a\u8d1f\u8d23\u63a5\u6536\u6700\u539f\u59cb\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u5728\u6211\u4eec\u7684\u4f8b\u5b50\u91cc<\/strong>\uff1a\u5c31\u662f\u90a3 3 \u4e2a\u4ee3\u8868\u5929\u6c14\u3001\u4e4c\u4e91\u3001\u540c\u4f34\u7684\u795e\u7ecf\u5143\u3002\u5b83\u6709\u51e0\u4e2a\u7279\u5f81\uff0c\u8f93\u5165\u5c42\u5c31\u6709\u51e0\u4e2a\u795e\u7ecf\u5143\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 2. \u9690\u85cf\u5c42 (Hidden Layer (s))\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u804c\u8d23<\/strong>\uff1a\u8fd9\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u6700\u795e\u5947\u7684\u5730\u65b9\uff01\u5b83\u4eec\u4f4d\u4e8e\u8f93\u5165\u5c42\u548c\u8f93\u51fa\u5c42\u4e4b\u95f4\uff0c<strong>\u8d1f\u8d23\u5bf9\u8f93\u5165\u4fe1\u606f\u8fdb\u884c\u590d\u6742\u7684\u7279\u5f81\u63d0\u53d6\u548c\u7ec4\u5408<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48\u53eb\u9690\u85cf\uff1f<\/strong>\uff1a\u56e0\u4e3a\u6211\u4eec\u65e2\u4e0d\u76f4\u63a5\u8bbe\u7f6e\u5b83\u7684\u8f93\u5165\uff08\u5b83\u7684\u8f93\u5165\u6765\u81ea\u4e0a\u4e00\u5c42\uff09\uff0c\u4e5f\u4e0d\u76f4\u63a5\u770b\u5230\u5b83\u7684\u8f93\u51fa\uff08\u5b83\u7684\u8f93\u51fa\u4f20\u9012\u7ed9\u4e0b\u4e00\u5c42\uff09\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u5728\u5185\u90e8\u8fdb\u884c\u7740\u6211\u4eec\u770b\u4e0d\u89c1\u7684\u3001\u590d\u6742\u7684\u8ba1\u7b97\u3002<\/li>\n\n\n\n<li><strong>\u5728\u6211\u4eec\u7684\u4f8b\u5b50\u91cc<\/strong>\uff1a\u6211\u4eec\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u4e2a\u5305\u542b 4 \u4e2a\u795e\u7ecf\u5143\u7684\u9690\u85cf\u5c42\u3002\u8fd9 4 \u4e2a\u795e\u7ecf\u5143\uff0c\u53ef\u80fd\u4f1a\u5728\u5b66\u4e60\u540e\uff0c\u81ea\u53d1\u5730\u5b66\u4f1a\u8bc6\u522b\u4e00\u4e9b\u66f4\u62bd\u8c61\u7684\u7ec4\u5408\u7279\u5f81\uff0c\u6bd4\u5982\uff1a\n<ul>\n<li>\u795e\u7ecf\u5143 H1\uff1a\u53ef\u80fd\u4e13\u95e8\u5bf9<strong>\u9ad8\u6982\u7387\u4e0b\u96e8\u4e14\u4e4c\u4e91\u5bc6\u5e03<\/strong>\u8fd9\u79cd\u5f3a\u4e0b\u96e8\u4fe1\u53f7\u7ec4\u5408\uff0c\u4ea7\u751f\u5f3a\u70c8\u7684\u6fc0\u6d3b\u3002<\/li>\n\n\n\n<li>\u795e\u7ecf\u5143 H2\uff1a\u53ef\u80fd\u4e13\u95e8\u5bf9<strong>\u9884\u62a5\u4e0d\u51c6\u4f46\u4e4c\u4e91\u5bc6\u5e03<\/strong>\u8fd9\u79cd\u5929\u6c14\u7a81\u53d8\u4fe1\u53f7\u654f\u611f\u3002<\/li>\n\n\n\n<li>\u795e\u7ecf\u5143 H3\uff1a\u53ef\u80fd\u5b66\u4f1a\u4e86\u8bc6\u522b\u793e\u4ea4\u4fe1\u53f7\uff08\u6bd4\u5982\u540c\u4f34\u5e26\u4f1e\u4e86\uff09\u3002<\/li>\n\n\n\n<li>\u795e\u7ecf\u5143 H4\uff1a\u53ef\u80fd\u5728\u5b66\u4e60\u4e00\u4e9b\u6211\u4eec\u4eba\u7c7b\u65e0\u6cd5\u7406\u89e3\u7684\u3001\u5176\u4ed6\u66f4\u590d\u6742\u7684\u7279\u5f81\u7ec4\u5408\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 3. \u8f93\u51fa\u5c42 (Output Layer)<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u804c\u8d23<\/strong>\uff1a\u8d1f\u8d23\u8f93\u51fa\u6700\u7ec8\u7684\u3001\u6211\u4eec\u60f3\u8981\u7684\u7ed3\u679c\u3002<\/li>\n\n\n\n<li><strong>\u5728\u6211\u4eec\u7684\u4f8b\u5b50\u91cc<\/strong>\uff1a\u5c31\u662f\u4e00\u4e2a\u795e\u7ecf\u5143\uff0c\u8f93\u51fa 1\uff08\u5e26\u4f1e\uff09\u6216 0\uff08\u4e0d\u5e26\u4f1e\uff09\u3002\u5982\u679c\u662f\u4e00\u4e2a\u732b\u72d7\u5206\u7c7b\u4efb\u52a1\uff0c\u8f93\u51fa\u5c42\u53ef\u80fd\u5c31\u6709\u4e24\u4e2a\u795e\u7ecf\u5143\uff0c\u5206\u522b\u4ee3\u8868\u662f\u732b\u7684\u6982\u7387\u548c\u662f\u72d7\u7684\u6982\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u8fd9\u5f20\u7f51\u662f\u5982\u4f55\u8fde\u63a5\u7684\uff1f<\/strong><\/p>\n\n\n\n<p>\u5728\u4e00\u4e2a\u6700\u7b80\u5355\u7684\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c<strong>\u4e0a\u4e00\u5c42\u7684\u6bcf\u4e00\u4e2a\u795e\u7ecf\u5143\uff0c\u90fd\u4f1a\u4e0e\u4e0b\u4e00\u5c42\u7684\u6bcf\u4e00\u4e2a\u795e\u7ecf\u5143\u76f8\u8fde\u63a5\u3002\u800c\u6bcf\u4e00\u6761\u8fde\u63a5\uff0c\u90fd\u6709\u5b83\u81ea\u5df1\u72ec\u7acb\u7684\u6743\u91cd (Weight)\uff01<\/strong><\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u6211\u4eec\u90a3\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u73b0\u5728\u53d8\u6210\u4e86\u4e00\u4e2a <strong>3-4-1 \u7684\u7f51\u7edc\uff083 \u4e2a\u8f93\u5165\uff0c4 \u4e2a\u9690\u85cf\uff0c1 \u4e2a\u8f93\u51fa\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4ece\u8f93\u5165\u5c42\u5230\u9690\u85cf\u5c42\uff0c\u603b\u5171\u6709 3 \u00d7 4 = 12 \u6761\u8fde\u63a5\uff0c\u610f\u5473\u7740\u6709 12 \u4e2a\u4e0d\u540c\u7684\u6743\u91cd\u3002<\/li>\n\n\n\n<li>\u4ece\u9690\u85cf\u5c42\u5230\u8f93\u51fa\u5c42\uff0c\u603b\u5171\u6709 4 \u00d7 1 = 4 \u6761\u8fde\u63a5\uff0c\u610f\u5473\u7740\u6709 4 \u4e2a\u4e0d\u540c\u7684\u6743\u91cd\u3002<\/li>\n\n\n\n<li>\u518d\u52a0\u4e0a\u9690\u85cf\u5c42\u548c\u8f93\u51fa\u5c42\u6bcf\u4e2a\u795e\u7ecf\u5143\u81ea\u5df1\u7684\u504f\u7f6e (Bias)\uff084+1=5 \u4e2a\uff09\uff0c\u6574\u4e2a\u7f51\u7edc\u9700\u8981\u5b66\u4e60\u7684\u53c2\u6570\uff0c\u5c31\u6709 12 + 4 + 5 = 21 \u4e2a\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u8fd8\u53ea\u662f\u4e00\u4e2a\u73a9\u5177\u7f51\u7edc\u3002\u50cf GPT-3 \u8fd9\u6837\u7684\u5927\u6a21\u578b\uff0c\u62e5\u6709 1750 \u4ebf\u4e2a\u8fd9\u6837\u7684\u53c2\u6570\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114.png\" alt=\"\" class=\"wp-image-21633\" style=\"width:456px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114-300x169.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114-768x434.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114-830x468.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114-230x130.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114-350x198.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-114-480x271.png 480w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001AI \u7684\u5b66\u4e60\u672c\u8d28 \u2014\u2014 \u5bfb\u627e\u6700\u4f73\u6743\u91cd\u7ec4\u5408\u7684\u4f1f\u5927\u65c5\u7a0b \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u4eec\u5df2\u7ecf\u642d\u5efa\u597d\u4e86\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u9aa8\u67b6\u3002\u4f46\u73b0\u5728\uff0c\u5b83\u8fd8\u662f\u4e2a\u7a7a\u58f3\uff0c\u56e0\u4e3a\u91cc\u9762\u6240\u6709\u7684<strong>\u6743\u91cd\u548c\u504f\u7f6e\u90fd\u662f\u968f\u673a\u521d\u59cb\u5316\u7684<\/strong>\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u521a\u51fa\u751f\u7684\u5927\u8111\uff0c\u91cc\u9762\u7a7a\u7a7a\u5982\u4e5f\uff0c\u5bf9\u4efb\u4f55\u95ee\u9898\u90fd\u53ea\u4f1a\u778e\u731c\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u5b66\u4e60\u6216\u8bad\u7ec3\u7684\u8fc7\u7a0b\uff0c\u5230\u5e95\u662f\u4ec0\u4e48\u5462\uff1f<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\ud83d\udca1 \u5212\u91cd\u70b9\uff1a<br>\u795e\u7ecf\u7f51\u7edc\u7684\u5b66\u4e60\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u53c2\u6570\u4f18\u5316\u7684\u8fc7\u7a0b\u3002\u5373\uff1a\u901a\u8fc7\u4e0d\u65ad\u5730\u770b\u6807\u51c6\u7b54\u6848\uff0c\u6765\u4e00\u70b9\u70b9\u5730\u3001\u8fed\u4ee3\u5730\u8c03\u6574\u7f51\u7edc\u4e2d\u6210\u5343\u4e0a\u4e07\u4e2a\u6743\u91cd\u548c\u504f\u7f6e\uff0c\u76f4\u5230\u6574\u4e2a\u7f51\u7edc\u5bf9\u7ed9\u5b9a\u7684\u8f93\u5165\uff0c\u80fd\u591f\u8f93\u51fa\u4e00\u4e2a\u6700\u63a5\u8fd1\u6807\u51c6\u7b54\u6848\u7684\u8f93\u51fa\u3002<\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5c31\u50cf\u4e00\u4e2a\u8499\u7740\u773c\u775b\u7684\u5f92\u6b65\u8005\uff0c\u8981\u5728\u4e00\u7247\u8fde\u7ef5\u8d77\u4f0f\u7684\u5c71\u8109\u4e2d\uff0c\u627e\u5230\u6d77\u62d4\u6700\u4f4e\u7684\u90a3\u4e2a\u5c71\u8c37 \u2014\u2014<strong>\u6700\u4f18\u89e3<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u628a\u4e0b\u5c71\u8fc7\u7a0b\uff0c\u901a\u5e38\u5206\u4e3a\u4e09\u6b65\uff0c\u5faa\u73af\u5f80\u590d\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd39<\/strong> <strong>\u7b2c\u4e00\u6b65\uff1a\u524d\u5411\u4f20\u64ad (Forward Propagation) &#8211; \u5148\u731c\u4e00\u6b21<\/strong><\/p>\n\n\n\n<ol>\n<li>\u4ece\u6211\u4eec\u7684<strong>\u8bad\u7ec3\u6570\u636e\u96c6<\/strong>\uff08\u6bd4\u5982\uff0c10000 \u5929\u771f\u5b9e\u7684\u5929\u6c14\u6570\u636e\uff0c\u4ee5\u53ca\u5f53\u5929\u662f\u5426\u5e26\u4f1e\u7684\u6b63\u786e\u6807\u7b7e\uff09\u4e2d\uff0c\u53d6\u51fa\u4e00\u5c0f\u6279\u6570\u636e\uff08\u6bd4\u5982 32 \u5929\u7684\u6570\u636e\uff09\u3002<\/li>\n\n\n\n<li>\u5c06\u7b2c\u4e00\u5929\u7684\u6570\u636e\uff08\u5929\u6c14 = 0.7\uff0c\u4e4c\u4e91 = 0.9\uff0c\u540c\u4f34 = 1\uff09\u8f93\u5165\u5230\u7f51\u7edc\u7684\u8f93\u5165\u5c42\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u6d41\u8fc7\u6574\u4e2a\u7f51\u7edc\uff0c\u4ece\u8f93\u5165\u5c42\u5230\u9690\u85cf\u5c42\uff0c\u518d\u5230\u8f93\u51fa\u5c42\u3002\u5728\u6bcf\u4e00\u5c42\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u90fd\u8fdb\u884c\u6211\u4eec\u524d\u9762\u8bb2\u7684\u52a0\u6743\u6c42\u548c + \u6fc0\u6d3b\u51fd\u6570\u7684\u8ba1\u7b97\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39<\/strong> <strong>\u7b2c\u4e8c\u6b65\uff1a\u8ba1\u7b97\u635f\u5931 (Calculate Loss) &#8211; \u770b\u770b\u9519\u5f97\u6709\u591a\u79bb\u8c31<\/strong><\/p>\n\n\n\n<ol>\n<li>\u6211\u4eec\u9700\u8981\u4e00\u4e2a<strong>\u635f\u5931\u51fd\u6570\uff08Loss Function\uff09<\/strong>\uff0c\u4e5f\u53eb\u6210\u672c\u51fd\u6570\uff08Cost Function\uff09\uff0c\u6765\u91cf\u5316\u9884\u6d4b\u503c\u548c\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u5dee\u8ddd\uff0c\u5c31\u662f<strong>\u635f\u5931\uff08Loss\uff09<\/strong>\uff0c\u6216\u8005\u53eb\u8bef\u5dee\uff08Error\uff09\u3002\u5dee\u8ddd\u8d8a\u5927\uff0c\u635f\u5931\u503c\u5c31\u8d8a\u9ad8\u3002<\/li>\n\n\n\n<li>\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u5747\u65b9\u8bef\u5dee\u51fd\u6570\uff1aLoss = (\u771f\u5b9e\u503c &#8211; \u9884\u6d4b\u503c)\u00b2 = (1 &#8211; 0.2)\u00b2 = 0.64\u3002<\/li>\n\n\n\n<li>\u6211\u4eec\u7684\u7ec8\u6781\u76ee\u6807\uff0c\u5c31\u662f<strong>\u901a\u8fc7\u8c03\u6574\u6743\u91cd\u548c\u504f\u7f6e\uff0c\u8ba9\u8fd9\u4e2a\u603b\u7684\u635f\u5931\u503c\u53d8\u5f97\u5c3d\u53ef\u80fd\u5c0f\uff08\u63a5\u8fd1 0\uff09<\/strong>\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u7b2c\u4e09\u6b65\uff1a\u53cd\u5411\u4f20\u64ad (Backpropagation) &amp; \u68af\u5ea6\u4e0b\u964d (Gradient Descent) &#8211; \u627e\u5230\u53d8\u806a\u660e\u7684\u65b9\u5411<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6574\u4e2a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u6700\u6838\u5fc3\u3001\u6700\u795e\u5947\u7684\u5730\u65b9\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u4e0b\u5c71\u7684\u667a\u6167 \u2014\u2014 \u68af\u5ea6\u4e0b\u964d<\/strong>\n<ul>\n<li>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u7ad9\u5728\u5c71\u5761\u4e0a\uff0c\u60f3\u4ee5\u6700\u5feb\u7684\u901f\u5ea6\u4e0b\u5230\u8c37\u5e95\u3002\u4f60\u5e94\u8be5\u600e\u4e48\u8d70\uff1f\u7b54\u6848\u662f\uff1a<strong>\u6cbf\u7740\u5f53\u524d\u4f4d\u7f6e\u6700\u9661\u5ced\u7684\u90a3\u4e2a\u65b9\u5411\uff0c\u5411\u4e0b\u8d70\u4e00\u5c0f\u6b65\u3002<\/strong><\/li>\n\n\n\n<li>\u5728\u6570\u5b66\u4e2d\uff0c\u8fd9\u4e2a\u6700\u9661\u5ced\u7684\u65b9\u5411\uff0c\u5c31\u662f<strong>\u68af\u5ea6\uff08Gradient\uff09<\/strong>\u3002\u635f\u5931\u51fd\u6570\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u6743\u91cd\u548c\u504f\u7f6e\u7684\u68af\u5ea6\uff0c\u5c31\u544a\u8bc9\u4e86\u6211\u4eec\uff1a\u5982\u679c\u6211\u628a\u8fd9\u4e2a\u6743\u91cd\u7a0d\u5fae\u8c03\u5927\u4e00\u70b9\u70b9\uff0c\u6700\u7ec8\u7684\u635f\u5931\u503c\u4f1a\u53d8\u5927\u8fd8\u662f\u53d8\u5c0f\uff0c\u4ee5\u53ca\u53d8\u5316\u7684\u5e45\u5ea6\u6709\u591a\u5927\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8d23\u4efb\u5206\u914d\u7684\u827a\u672f \u2014\u2014 \u53cd\u5411\u4f20\u64ad<\/strong>\n<ul>\n<li>\u95ee\u9898\u6765\u4e86\uff0c\u4e00\u4e2a\u7f51\u7edc\u6709\u51e0\u5341\u4ebf\u4e2a\u6743\u91cd\uff0c\u6211\u4eec\u600e\u4e48\u77e5\u9053\u6700\u7ec8\u7684\u90a3\u4e2a\u603b\u8bef\u5dee\uff0c\u5e94\u8be5\u7531\u54ea\u4e2a\u6743\u91cd\u6765\u80cc\u9505\u5462\uff1f\u8c01\u7684\u8d23\u4efb\u5927\uff0c\u8c01\u7684\u8d23\u4efb\u5c0f\uff1f<\/li>\n\n\n\n<li><strong>\u53cd\u5411\u4f20\u64ad (Backpropagation)<\/strong> \u7b97\u6cd5\uff0c\u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u8d23\u4efb\u5206\u914d\u95ee\u9898\u7684\u5929\u624d\u53d1\u660e\u3002\n<ul>\n<li>\u5b83\u50cf\u4e00\u4e2a\u7cbe\u660e\u7684\u5ba1\u8ba1\u5b98\uff0c<strong>\u4ece\u8f93\u51fa\u5c42\u5f00\u59cb\uff0c\u4e00\u5c42\u4e00\u5c42\u5730\u5f80\u56de\u8ffd\u6eaf<\/strong>\u3002<\/li>\n\n\n\n<li>\u5b83\u9996\u5148\u8ba1\u7b97\u51fa\u8f93\u51fa\u5c42\u795e\u7ecf\u5143\u7684\u8bef\u5dee\uff0c\u5e94\u8be5\u7531\u8fde\u63a5\u5b83\u7684\u90a3\u4e9b\u6743\u91cd\u8d1f\u591a\u5927\u8d23\u4efb\u3002<\/li>\n\n\n\n<li>\u7136\u540e\uff0c\u5b83\u6839\u636e\u8fd9\u4e2a\u8d23\u4efb\uff0c\u518d\u5f80\u524d\u63a8\uff0c\u8ba1\u7b97\u51fa\u5012\u6570\u7b2c\u4e8c\u5c42\u7684\u795e\u7ecf\u5143\uff0c\u5e94\u8be5\u4e3a\u8fd9\u4e2a\u8bef\u5dee\u8d1f\u591a\u5927\u8d23\u4efb\u3002<\/li>\n\n\n\n<li>\u2026\u2026 \u5982\u6b64\u5c42\u5c42\u9012\u8fdb\uff0c<strong>\u76f4\u5230\u5c06\u8fd9\u4e2a\u603b\u8bef\u5dee\u7684\u8d23\u4efb\uff0c\u7cbe\u786e\u5730\u3001\u6309\u8d21\u732e\u5927\u5c0f\uff0c\u5206\u914d\u5230\u7f51\u7edc\u4e2d\u7684\u6bcf\u4e00\u4e2a\u6743\u91cd\u548c\u504f\u7f6e\u4e0a<\/strong>\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5229\u7528\u4e86\u5fae\u79ef\u5206\u4e2d\u7684<strong>\u94fe\u5f0f\u6cd5\u5219<\/strong>\uff0c\u53ef\u4ee5\u975e\u5e38\u9ad8\u6548\u5730\u8ba1\u7b97\u51fa\u635f\u5931\u51fd\u6570\u5bf9\u6240\u6709\u53c2\u6570\u7684\u68af\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u66f4\u65b0\u53c2\u6570<\/strong>\n<ul>\n<li>\u4e00\u65e6\u6211\u4eec\u77e5\u9053\u4e86\u6bcf\u4e2a\u53c2\u6570\u7684\u68af\u5ea6\uff08\u5373\u4e0b\u5c71\u7684\u65b9\u5411\uff09\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u6cbf\u7740\u8fd9\u4e2a\u65b9\u5411\u7684\u53cd\u65b9\u5411\uff08\u56e0\u4e3a\u6211\u4eec\u8981\u8ba9\u635f\u5931\u53d8\u5c0f\uff09\uff0c\u5bf9\u53c2\u6570\u8fdb\u884c\u4e00\u6b21\u5fae\u5c0f\u7684\u66f4\u65b0\u3002<\/li>\n\n\n\n<li>\u65b0\u6743\u91cd = \u65e7\u6743\u91cd &#8211; \u5b66\u4e60\u7387 \u00d7 \u68af\u5ea6<\/li>\n\n\n\n<li>\u8fd9\u91cc\u7684<strong>\u5b66\u4e60\u7387 (Learning Rate)<\/strong>\uff0c\u5c31\u662f\u6211\u4eec\u4e0b\u5c71\u65f6\uff0c\u6bcf\u4e00\u6b65\u8d70\u7684\u6b65\u5b50\u6709\u591a\u5927\u3002\u6b65\u5b50\u592a\u5927\u4e86\uff0c\u53ef\u80fd\u4f1a\u76f4\u63a5\u8de8\u8fc7\u8c37\u5e95\uff0c\u8dd1\u5230\u5bf9\u9762\u7684\u5c71\u5761\u4e0a\uff1b\u6b65\u5b50\u592a\u5c0f\u4e86\uff0c\u4e0b\u5c71\u901f\u5ea6\u53c8\u4f1a\u592a\u6162\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e2a<strong>\u524d\u5411\u4f20\u64ad \u2192 \u8ba1\u7b97\u635f\u5931 \u2192 \u53cd\u5411\u4f20\u64ad \/ \u68af\u5ea6\u4e0b\u964d \u2192 \u66f4\u65b0\u53c2\u6570<\/strong>\u7684\u8fc7\u7a0b\uff0c\u4f1a\u91cd\u590d\u8fdb\u884c\u6210\u5343\u4e0a\u4e07\u6b21\uff08\u6211\u4eec\u79f0\u4e4b\u4e3a\u8fed\u4ee3\uff09\u3002<\/p>\n\n\n\n<p>\u6bcf\u4e00\u6b21\u8fed\u4ee3\uff0c\u7f51\u7edc\u91cc\u7684\u53c2\u6570\u90fd\u4f1a\u671d\u7740\u8ba9\u603b\u635f\u5931\u66f4\u5c0f\u7684\u65b9\u5411\uff0c\u8fdb\u884c\u4e00\u6b21\u5fae\u8c03\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u8fed\u4ee3\u7684\u8fdb\u884c\uff0c\u795e\u7ecf\u7f51\u7edc\u5c31\u50cf\u4e00\u5757\u88ab\u6570\u636e\u96d5\u7422\u7684\u749e\u7389\uff0c\u9010\u6e10\u4ece\u4e00\u4e2a\u968f\u673a\u7684\u3001\u6df7\u4e71\u7684\u72b6\u6001\uff0c\u53d8\u5f97\u8d8a\u6765\u8d8a\u6709\u7ec4\u7ec7\u3001\u8d8a\u6765\u8d8a\u806a\u660e\uff0c\u76f4\u5230\u5b83\u80fd\u5bf9\u6211\u4eec\u7ed9\u51fa\u7684\u8f93\u5165\uff0c\u505a\u51fa\u8d8a\u6765\u8d8a\u51c6\u786e\u7684\u5224\u65ad\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u4ece\u968f\u673a\u5230\u6709\u5e8f\u7684\u3001\u5bfb\u627e\u6700\u4f18\u53c2\u6570\u7ec4\u5408\u7684\u8fc7\u7a0b\uff0c\u5c31\u662f\u795e\u7ecf\u7f51\u7edc\u8fd0\u8f6c\u8d77\u6765\u7684\u5168\u90e8\u8fc7\u7a0b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"480\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-1024x480.png\" alt=\"\" class=\"wp-image-21637\" style=\"width:436px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-1024x480.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-300x141.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-768x360.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-1536x721.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-2048x961.png 2048w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-830x389.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-230x108.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-350x164.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-118-480x225.png 480w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"566\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-1024x566.png\" alt=\"\" class=\"wp-image-21636\" style=\"width:452px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-1024x566.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-300x166.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-768x424.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-1536x848.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-2048x1131.png 2048w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-830x458.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-230x127.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-350x193.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-117-480x265.png 480w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u6df1\u5ea6\u7684\u9b54\u529b \u2014\u2014 \u4ece\u6d45\u5c1d\u8f84\u6b62\u5230\u6d1e\u5bdf\u672c\u8d28 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u4eec\u7ecf\u5e38\u542c\u5230\u4e00\u4e2a\u8bcd \u2014\u2014<strong>\u6df1\u5ea6\u5b66\u4e60\uff08Deep Learning\uff09<\/strong>\u3002\u5b83\u548c\u6211\u4eec\u521a\u624d\u8bb2\u7684\u795e\u7ecf\u7f51\u7edc\u662f\u4ec0\u4e48\u5173\u7cfb\uff1f<\/p>\n\n\n\n<p>\u5176\u5b9e\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u5c31\u662f\u6307\u4f7f\u7528\u4e86\u5f88\u6df1\u7684\u795e\u7ecf\u7f51\u7edc\u7684\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u2753 <strong>\u6df1\u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/strong> \u5c31\u662f\u6307\u7f51\u7edc\u4e2d\u9690\u85cf\u5c42\u7684\u6570\u91cf\u5f88\u591a\u3002\u6211\u4eec\u4e4b\u524d\u90a3\u4e2a 3-4-1 \u7684\u7f51\u7edc\uff0c\u53ea\u6709\u4e00\u4e2a\u9690\u85cf\u5c42\uff0c\u8fd9\u662f\u4e00\u4e2a\u6d45\u5c42\u7f51\u7edc (Shallow Network)\u3002\u800c\u4e00\u4e2a\u62e5\u6709\u51e0\u5341\u3001\u4e0a\u767e\u4e2a\u9690\u85cf\u5c42\u7684\u7f51\u7edc\uff0c\u5c31\u662f\u4e00\u4e2a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc (Deep Neural Network, DNN)\u3002<\/p>\n\n\n\n<p>\u2753 <strong>\u4e3a\u4ec0\u4e48\u8981\u8ffd\u6c42\u6df1\u5ea6\uff1f\u6df1\uff0c\u5230\u5e95\u5e26\u6765\u4e86\u4ec0\u4e48\u9b54\u529b\uff1f<\/strong> \u7b54\u6848\u662f\uff1a<strong>\u5c42\u6b21\u5316\u7684\u7279\u5f81\u62bd\u8c61<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u6df1\u5ea6\u7f51\u7edc\uff0c\u5c31\u50cf\u4e00\u4e2a\u591a\u7ea7\u7279\u5f81\u52a0\u5de5\u6d41\u6c34\u7ebf\u3002\u6bcf\u4e00\u5c42\uff0c\u90fd\u5728\u524d\u4e00\u5c42\u63d0\u53d6\u51fa\u7684\u7279\u5f81\u57fa\u7840\u4e0a\uff0c\u8fdb\u884c\u66f4\u8fdb\u4e00\u6b65\u7684\u7ec4\u5408\u548c\u62bd\u8c61\u3002<\/p>\n\n\n\n<p><strong>\u4ee5\u4e00\u4e2a\u8bc6\u522b\u732b\u7684\u6df1\u5ea6\u89c6\u89c9\u7f51\u7edc\uff08\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0cCNN\uff09\u4e3a\u4f8b\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u7b2c\u4e00\u4e2a\u9690\u85cf\u5c42\uff08\u6700\u9760\u8fd1\u8f93\u5165\u56fe\u50cf\uff09\uff1a\u5b83\u53ef\u80fd\u53ea\u80fd\u5b66\u4e60\u5230\u4e00\u4e9b\u6700\u6700\u57fa\u7840\u7684\u3001\u7b80\u5355\u7684\u7279\u5f81\uff0c\u6bd4\u5982<strong>\u8fb9\u7f18\u3001\u89d2\u70b9\u3001\u989c\u8272\u5757<\/strong>\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u4e2a\u9690\u85cf\u5c42\uff1a\u5b83\u4f1a\u628a\u7b2c\u4e00\u5c42\u7684\u96f6\u4ef6\uff08\u8fb9\u7f18\u3001\u89d2\u70b9\uff09\u7ec4\u5408\u8d77\u6765\uff0c\u5f62\u6210\u4e00\u4e9b\u66f4\u590d\u6742\u7684\u7279\u5f81\uff0c\u6bd4\u5982<strong>\u773c\u775b\u7684\u8f6e\u5ed3\u3001\u8033\u6735\u7684\u5c16\u89d2\u3001\u9f3b\u5b50\u7684\u5f62\u72b6<\/strong>\u3002<\/li>\n\n\n\n<li>\u4e2d\u95f4\u7684\u9690\u85cf\u5c42\uff1a\u5b83\u4f1a\u7ee7\u7eed\u7ec4\u5408\uff0c\u628a<strong>\u773c\u775b\u3001\u8033\u6735\u3001\u9f3b\u5b50<\/strong>\u7ec4\u5408\u6210\u732b\u7684\u8138\u90e8\u3002<\/li>\n\n\n\n<li>\u66f4\u6df1\u7684\u9690\u85cf\u5c42\uff1a\u5b83\u53ef\u80fd\u4f1a\u628a<strong>\u732b\u8138\u3001\u732b\u722a\u3001\u732b\u7684\u8eab\u4f53\u8f6e\u5ed3<\/strong>\u8fd9\u4e9b\u9ad8\u7ea7\u7279\u5f81\u7ec4\u5408\u8d77\u6765\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u4e2a\u5173\u4e8e\u4e00\u53ea\u5b8c\u6574\u7684\u732b\u7684\u3001\u6781\u5176\u62bd\u8c61\u548c\u9c81\u68d2\u7684\u5185\u90e8\u8868\u5f81\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6df1\u5ea6\uff0c\u8d4b\u4e88\u4e86\u7f51\u7edc\u4ece\u50cf\u7d20\u5230\u6982\u5ff5\u7684\u3001\u9010\u7ea7\u62bd\u8c61\u7684\u80fd\u529b\u3002<\/strong> 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\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u4ece\u4e00\u4e2a\u6700\u7b80\u5355\u7684\u795e\u7ecf\u5143\uff0c\u4e00\u6b65\u6b65\u642d\u5efa\u8d77\u4e86\u4e00\u4e2a\u80fd\u591f\u5b66\u4e60\u548c\u601d\u8003\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u795e\u7ecf\u5143<\/strong>\u662f\u57fa\u672c\u8ba1\u7b97\u5355\u5143\uff0c\u901a\u8fc7\u6743\u91cd\u548c\u504f\u7f6e\u8fdb\u884c\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u795e\u7ecf\u7f51\u7edc<\/strong>\u901a\u8fc7\u5206\u5c42\u548c\u8fde\u63a5\uff0c\u83b7\u5f97\u4e86\u5904\u7406\u590d\u6742\u95ee\u9898\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\uff08\u8bad\u7ec3\uff09<\/strong>\u7684\u672c\u8d28\uff0c\u662f\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u548c\u68af\u5ea6\u4e0b\u964d\uff0c\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u5bfb\u627e\u6700\u4f18\u7684\u53c2\u6570\u7ec4\u5408\u3002<\/li>\n\n\n\n<li><strong>\u6df1\u5ea6<\/strong>\u5219\u901a\u8fc7\u5c42\u6b21\u5316\u7684\u7279\u5f81\u62bd\u8c61\uff0c\u8d4b\u4e88\u4e86\u7f51\u7edc\u6d1e\u5bdf\u672c\u8d28\u7684\u5f3a\u5927\u529b\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u4eca\u5929\u6240\u89c1\u8bc1\u7684\u6240\u6709 AI \u5947\u8ff9\uff0c\u4ece\u672c\u8d28\u4e0a\u6765\u8bf4\uff0c\u90fd\u662f\u8fd9\u4e2a\u57fa\u672c\u601d\u60f3\u7684\u3001\u5728<strong>\u89c4\u6a21<\/strong>\uff08\u66f4\u5927\u7684\u7f51\u7edc\uff09\u3001<strong>\u67b6\u6784<\/strong>\uff08\u66f4\u7cbe\u5de7\u7684\u8fde\u63a5\u65b9\u5f0f\uff0c\u5982 CNN, RNN, Transformer\u2014\u2014 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