{"id":387,"date":"2024-07-03T14:57:51","date_gmt":"2024-07-03T06:57:51","guid":{"rendered":"https:\/\/www.bosombot.com\/?p=387"},"modified":"2024-07-03T15:09:46","modified_gmt":"2024-07-03T07:09:46","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a2%e7%b4%a2%e4%b9%8b%e8%b7%af-%e8%ae%ad%e7%bb%83%e7%af%871%ef%bc%9a%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83%e5%9f%ba%e7%a1%80%e8%ae%a4","status":"publish","type":"post","link":"https:\/\/www.bosombot.com\/?p=387","title":{"rendered":"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"><a><\/a>\u6587\u7ae0\u76ee\u5f55<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#_5\">\u524d\u8a00<\/a><\/li>\n\n\n\n<li><a href=\"#_8\">\u4e00\u3001\u5fae\u8c03\u6280\u672f\u6982\u8ff0<\/a><\/li>\n\n\n\n<li><a href=\"#_17\">\u4e8c\u3001\u5fae\u8c03\u7684\u5fc5\u8981\u6027<\/a><\/li>\n\n\n\n<li><a href=\"#_30\">\u4e09\u3001\u5927\u6a21\u578b\u7684\u5fae\u8c03\u65b9\u6cd5<\/a><\/li>\n\n\n\n<li><a href=\"#_69\">\u56db\u3001\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u6280\u672f\u7ec6\u8282<\/a><\/li>\n\n\n\n<li><a href=\"#_75\">\u4e94\u3001\u5fae\u8c03\u540e\u7684\u6a21\u578b\u8bc4\u4f30\u4e0e\u5e94\u7528<\/a><\/li>\n\n\n\n<li><a href=\"#_83\">\u603b\u7ed3<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_5\"><\/a>\u524d\u8a00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u4eba\u5de5\u667a\u80fd<\/a>\u7684\u5e7f\u9614\u7814\u7a76\u9886\u57df\u5185\uff0c\u5927\u578b\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u5df2\u7ecf\u6210\u4e3a\u63a8\u52a8\u6280\u672f\u9769\u65b0\u7684\u5173\u952e\u56e0\u7d20\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\u83b7\u5f97\u4e86\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u591a\u79cd\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u7136\u800c\uff0c\u7531\u4e8e\u9884\u8bad\u7ec3\u8fc7\u7a0b\u6240\u4ea7\u751f\u7684\u6a21\u578b\u901a\u5e38\u5177\u6709\u6cdb\u5316\u7279\u6027\uff0c\u5b83\u4eec\u5f80\u5f80\u65e0\u6cd5\u76f4\u63a5\u9002\u914d\u5230\u7279\u5b9a\u7684\u5e94\u7528\u573a\u666f\u548c\u7ec6\u5316\u9700\u6c42\u4e2d\u3002\u4e3a\u4e86\u5f25\u8865\u8fd9\u4e00\u5dee\u8ddd\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u5fae\u8c03\uff08Fine-tuning\uff09\u6280\u672f\u3002\u8be5\u6280\u672f\u5141\u8bb8\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u989d\u5916\u7684\u3001\u4e0e\u7279\u5b9a\u4efb\u52a1\u76f8\u5173\u7684\u6570\u636e\uff0c\u4ece\u800c\u589e\u5f3a\u5176\u5728\u7279\u5b9a\u9886\u57df\u7684\u8868\u73b0\u529b\u3002\u672c\u6587\u65e8\u5728\u4ece\u4e13\u4e1a\u89d2\u5ea6\u6df1\u5165\u63a2\u8ba8\u5927\u578bAI\u6a21\u578b\u5fae\u8c03\u7684\u6982\u5ff5\u6846\u67b6\u3001\u65b9\u6cd5\u5b66\u53ca\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1322\" height=\"273\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/7a7969bc7874480d90e29364bb0b2da3.png\"  class=\"wp-image-392\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_8\"><\/a>\u4e00\u3001\u5fae\u8c03\u6280\u672f\u6982\u8ff0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fae\u8c03\u662f\u5728\u9884\u5148\u8bad\u7ec3\u7684\u6a21\u578b\u57fa\u7840\u4e0a\u5b9e\u65bd\u7684\u4e00\u79cd\u6709\u76d1\u7763\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u4e3a\u4e86\u5145\u5206\u7406\u89e3\u5fae\u8c03\u7684\u5e94\u7528\u80cc\u666f\uff0c\u9996\u5148\u9700\u4e86\u89e3AI\u5927\u6a21\u578b\u7684\u5173\u952e\u4f7f\u7528\u9636\u6bb5\u3002\u4ee5\u4e0b\u4e3aAI\u5927\u6a21\u578b\u5e94\u7528\u7684\u6838\u5fc3\u6b65\u9aa4\u6982\u89c8\uff1a<br><br>1\uff09Prompt\u5de5\u7a0b\uff1a\u5229\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u6307\u5bfc\u5927\u6a21\u578b\u6267\u884c\u5177\u4f53\u4efb\u52a1\u6216\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\u3002<br>2\uff09Agent\u5f00\u53d1\uff1a\u7ed3\u5408\u5927\u6a21\u578b\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u6784\u7b51\u5404\u7c7b\u5e94\u7528\u7a0b\u5e8f\uff0c\u5982\u667a\u80fd\u77e5\u8bc6\u5e93\u3001\u81ea\u52a9\u67e5\u8be2\u7cfb\u7edf\u7b49\u3002<br>3\uff09\u5fae\u8c03\uff1a\u91c7\u7528\u6709\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u57fa\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u4f18\u5316\u5176\u9884\u6d4b\u6548\u679c\u3002<br>4\uff09\u9884\u8bad\u7ec3\uff1a\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u4f7f\u6a21\u578b\u5728\u5927\u91cf\u6587\u672c\u6570\u636e\u4e0a\u5b66\u4e60\u8bed\u8a00\u8868\u793a\uff0c\u4ee5\u4fbf\u7528\u4e8e\u540e\u7eed\u7684\u4efb\u52a1\uff0c\u5982\u6587\u672c\u7eed\u5199\u6216\u5206\u7c7b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1110\" height=\"279\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/fa18797634eb433bbb10f8c29d2e2629.png\"  class=\"wp-image-395\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe1\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe1\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a id=\"_17\"><\/a>\u4e8c\u3001\u5fae\u8c03\u7684\u5fc5\u8981\u6027<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"927\" height=\"443\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/c2e9e9e76acb4f51bc8e181e47005b9e.png\"  class=\"wp-image-393\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe2\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe2\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-3\u8bad\u7ec3\u4e00\u6b21\u7684\u6210\u672c\u7ea6\u4e3a139.8\u4e07\u7f8e\u5143\uff0c\u800cPaLM\u9700\u8981\u4e00\u5343\u591a\u4e07\u7f8e\u5143<br>\u5c3d\u7ba1AI\u5927\u6a21\u578b\u5728\u8bb8\u591a\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u5e94\u7528\u4e0a\u7684\u7f3a\u9677\u3002\u8fd9\u4e9b\u7f3a\u9677\u4e3b\u8981\u8868\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<br><strong>1\uff09\u9884\u8bad\u7ec3\u6210\u672c\u5de8\u5927<\/strong>\uff1a\u5927\u89c4\u6a21\u7684\u6a21\u578b\u9884\u8bad\u7ec3\u4e0d\u4ec5\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u540c\u65f6\u8017\u8d39\u5de8\u989d\u7684\u8d44\u91d1\u548c\u65f6\u95f4\u3002<br><strong>2\uff09\u884c\u4e1a\u6570\u636e\u5206\u5e03\u7684\u591a\u6837\u6027<\/strong>\uff1a\u4e0d\u540c\u9886\u57df\u7684\u6570\u636e\u5206\u5e03\u6709\u7740\u6839\u672c\u7684\u5dee\u5f02\u6027\uff0c\u8fd9\u5bfc\u81f4\u901a\u7528<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E9%A2%84%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u9884\u8bad\u7ec3\u6a21\u578b<\/a>\u96be\u4ee5\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u90fd\u8fbe\u5230\u7406\u60f3\u7684\u8868\u73b0\u3002<br><strong>3\uff09\u4f01\u4e1a\u6570\u636e\u5b89\u5168\u6027<\/strong>\uff1a\u5904\u7406\u654f\u611f\u7684\u4f01\u4e1a\u79c1\u6709\u6570\u636e\u65f6\uff0c\u5982\u4f55\u786e\u4fdd\u6570\u636e\u7684\u5b89\u5168\u6027\u6210\u4e3a\u4e86\u5fc5\u987b\u89e3\u51b3\u7684\u95ee\u9898\u3002<br><strong>4\uff09Prompt Engineering\u7684\u9ad8\u6210\u672c<\/strong>\uff1a\u8bbe\u8ba1\u6709\u6548\u7684Prompt\u6307\u5bfc\u5927\u6a21\u578b\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u8fc7\u7a0b\u65e2\u8017\u65f6\u53c8\u8017\u529b\u3002<br><strong>5\uff09\u5916\u90e8\u77e5\u8bc6\u7684\u4f9d\u8d56\u6027<\/strong>\uff1a\u5927\u6a21\u578b\u9700\u8981\u501f\u52a9\u5411\u91cf\u6570\u636e\u5e93\u7b49\u5916\u90e8\u77e5\u8bc6\u6e90\u6765\u589e\u5f3a\u5176\u77e5\u8bc6\u50a8\u5907\u548c\u5e94\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u9488\u5bf9\u4ee5\u4e0a\u6311\u6218\uff0c\u5fae\u8c03\u6280\u672f\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u5fae\u8c03\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u964d\u4f4e\u63a8\u7406\u6210\u672c\uff0c\u5e76\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u786e\u4fdd\u4f01\u4e1a\u6570\u636e\u7684\u5b89\u5168\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_30\"><\/a>\u4e09\u3001\u5927\u6a21\u578b\u7684\u5fae\u8c03\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\uff0c\u4e3b\u6d41\u7684\u5927\u6a21\u578b\u5fae\u8c03\u65b9\u6cd5\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u51e0\u79cd\u7b56\u7565\uff1a<br>**1\uff09\u5168\u91cf\u5fae\u8c03FFT(Full Fine Tuning)\uff1a**\u8fd9\u79cd\u65b9\u6cd5\u6d89\u53ca\u8c03\u6574\u6574\u4e2a\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\u3002\u867d\u7136\u5b83\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u4f46\u540c\u65f6\u4e5f\u53ef\u80fd\u5e26\u6765\u8f83\u9ad8\u7684\u8bad\u7ec3\u6210\u672c\u548c\u707e\u96be\u6027\u9057\u5fd8\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2\uff09<strong>\u90e8\u5206\u53c2\u6570\u5fae\u8c03PEFT(Parameter-Efficient Fine Tuning)\uff1a<\/strong>\u8fd9\u79cd\u65b9\u6cd5\u4ec5\u8c03\u6574\u90e8\u5206\u53c2\u6570\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u8bad\u7ec3\u6210\u672c\u3002\u8fd9\u5305\u62ec\u5728\u7ebf\u6a21\u578b\u548c\u79bb\u7ebf\u6a21\u578b\u7684\u5fae\u8c03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5728\u7ebf\u6a21\u578b<\/strong>\uff1a\u4f8b\u5982OpenAI\u53d1\u5e03\u7684\u6a21\u578b\uff0c\u53ef\u901a\u8fc7\u6807\u51c6\u7684\u5fae\u8c03\u6d41\u7a0b\u8fdb\u884c\u8c03\u6574\u3002<br><strong>\u79bb\u7ebf\u6a21\u578b<\/strong>\uff1a\u91c7\u7528<a href=\"https:\/\/martinlwx.github.io\/zh-cn\/lora-finetuning\/\">LoRA<\/a>\u3001QLoRA\u3001Adapter\u3001Prefix-tuning\u3001<a href=\"https:\/\/github.com\/THUDM\/P-tuning-v2\">P-tuning2<\/a>\u3001Prompt-tuning\u7b49\u6280\u672f\u8fdb\u884c\u66f4\u9ad8\u6548\u7684\u5fae\u8c03<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1246\" height=\"568\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/c5b1a9c5f63c4e838cb94a2cf2d6f62e.png\"  class=\"wp-image-394\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe3\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc71\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe3\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u4ee3\u7801\u6837\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5bfc\u5165\u76f8\u5173\u5e93\nimport torch\nfrom transformers import AutoModelForSequenceClassification, AutoTokenizer\n\n# \u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u5206\u8bcd\u5668\nmodel = AutoModelForSequenceClassification.from_pretrained(\"bert-base-uncased\")\ntokenizer = AutoTokenizer.from_pretrained(\"bert-base-uncased\")\n\n# \u51c6\u5907\u6570\u636e\ninputs = tokenizer(\"Hello, I am a fine-tuned model.\", return_tensors=\"pt\")\nlabels = torch.tensor(&#91;1]).unsqueeze(0)\n\n# \u8fdb\u884c\u90e8\u5206\u53c2\u6570\u5fae\u8c03\nfor name, param in model.named_parameters():\n    if \"layer\" in name:  # \u53ea\u8c03\u6574\u7279\u5b9a\u5c42\u6570\u7684\u53c2\u6570\n        param.requires_grad = True\n    else:\n        param.requires_grad = False\n\n# \u8fdb\u884c\u8bad\u7ec3\noutputs = model(**inputs, labels=labels)\nloss = outputs.loss\nloss.backward()\noptimizer.step()\n\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_69\"><\/a>\u56db\u3001\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u6280\u672f\u7ec6\u8282<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fdb\u884c\u5927\u6a21\u578b\u7684\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u4ee5\u4e0b\u6280\u672f\u7ec6\u8282\u4e0d\u5bb9\u5ffd\u89c6\uff1a<br><strong>1\uff09\u6570\u636e\u9884\u5904\u7406<\/strong>\uff1a\u6839\u636e\u7279\u5b9a\u4efb\u52a1\u7684\u9700\u6c42\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u4e0e\u683c\u5f0f\u5316\uff0c\u4ee5\u786e\u4fdd\u8f93\u5165\u6570\u636e\u7684\u8d28\u91cf\u548c\u9002\u914d\u6027\u3002<br><strong>2\uff09\u635f\u5931\u51fd\u6570\u8bbe\u8ba1<\/strong>\uff1a\u6839\u636e\u4e0d\u540c\u4efb\u52a1\u7684\u7279\u70b9\u9009\u62e9\u5408\u9002\u7684\u635f\u5931\u51fd\u6570\uff0c\u4ee5\u6307\u5bfc\u6a21\u578b\u4f18\u5316\u6b63\u786e\u7684\u76ee\u6807\u3002<br><strong>3\uff09\u6b63\u5219\u5316\u7b56\u7565<\/strong>\uff1a\u5e94\u7528\u9002\u5f53\u7684\u6b63\u5219\u5316\u6280\u672f\u5982\u6743\u91cd\u8870\u51cf\u3001Dropout\u7b49\uff0c\u9632\u6b62\u8fc7\u62df\u5408\uff0c\u589e\u5f3a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<br><strong>4\uff09\u5b66\u4e60\u7387\u8c03\u6574<\/strong>\uff1a\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5b66\u4e60\u7387\u8ba1\u5212\u6216\u81ea\u9002\u5e94\u5b66\u4e60\u7387\u7b97\u6cd5\uff0c\u5e73\u8861\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6536\u655b\u901f\u5ea6\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_75\"><\/a>\u4e94\u3001\u5fae\u8c03\u540e\u7684\u6a21\u578b\u8bc4\u4f30\u4e0e\u5e94\u7528<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u8fc7\u5fae\u8c03\u7684\u6a21\u578b\u9700\u8981\u5728\u591a\u4e2a\u5c42\u9762\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u4fdd\u8bc1\u5176\u5728\u5b9e\u9645\u73af\u5883\u4e2d\u7684\u6709\u6548\u6027\u548c\u9c81\u68d2\u6027\uff1a<br><strong>1\uff09\u6027\u80fd\u6307\u6807<\/strong>\uff1a\u4f7f\u7528\u7cbe\u786e\u5ea6\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u7b49\u6807\u51c6\u5ea6\u91cf\u6765\u8bc4\u4ef7\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<br><strong>2\uff09\u5b9e\u9645\u5e94\u7528\u573a\u666f\u6d4b\u8bd5<\/strong>\uff1a\u5c06\u6a21\u578b\u90e8\u7f72\u5230\u771f\u5b9e\u7684\u5e94\u7528\u73af\u5883\u4e2d\uff0c\u68c0\u9a8c\u5176\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u7684\u53ef\u884c\u6027\u548c\u6548\u7387\u3002<br><strong>3\uff09\u5bf9\u6297\u6027\u6d4b\u8bd5<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u5728\u9762\u5bf9\u5bf9\u6297\u6837\u672c\u65f6\u7684\u7a33\u5b9a\u6027\uff0c\u786e\u4fdd\u5176\u5728\u6f5c\u5728\u653b\u51fb\u4e0b\u4ecd\u80fd\u4fdd\u6301\u6b63\u786e\u548c\u7a33\u5b9a\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_83\"><\/a>\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5927\u6a21\u578b\u7684\u5fae\u8c03\u4f5c\u4e3a\u4e00\u9879\u6838\u5fc3\u6280\u672f\uff0c\u5df2\u5728\u591a\u4e2a\u5e94\u7528\u573a\u666f\u4e2d\u8bc1\u660e\u4e86\u5176\u4e0d\u53ef\u6216\u7f3a\u7684\u4ef7\u503c\u3002\u7ecf\u8fc7\u5fae\u8c03\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u80fd\u591f\u66f4\u52a0\u7cbe\u51c6\u5730\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\uff0c\u63d0\u5347\u6027\u80fd\u7684\u540c\u65f6\u964d\u4f4e\u6210\u672c\u3002\u6b64\u5916\uff0c\u5fae\u8c03\u540e\u7684\u6a21\u578b\u5728\u4fdd\u62a4\u4f01\u4e1a\u6570\u636e\u7684\u9690\u79c1\u6027\u548c\u5b89\u5168\u6027\u65b9\u9762\u4e5f\u663e\u793a\u51fa\u5176\u4f18\u52bf\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u6f14\u8fdb\u548c\u6df1\u5316\uff0c\u6211\u4eec\u6709\u7406\u7531\u76f8\u4fe1\uff0cAI\u5927\u6a21\u578b\u7684\u5fae\u8c03\u5c06\u5728\u672a\u6765\u7684\u53d1\u5c55\u4e2d\u626e\u6f14\u66f4\u4e3a\u5173\u952e\u7684\u89d2\u8272\uff0c\u5e76\u5728\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\u5185\u5b9e\u73b0\u5176\u6f5c\u5728\u7684\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/blog.csdn.net\/xiaobing259\/article\/details\/138107946\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/blog.csdn.net\/xiaobing259\/article\/details\/138107946<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\uff1a\u5bfb\u9053AI\u5c0f\u5175<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f55 \u524d\u8a00 \u5728\u4eba\u5de5\u667a\u80fd\u7684\u5e7f\u9614\u7814\u7a76\u9886\u57df\u5185\uff0c\u5927\u578b\u9884\u8bad\u7ec3\u8bed&#8230; <\/p>\n","protected":false},"author":1,"featured_media":394,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[121],"tags":[],"class_list":["post-387","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=387"}],"version-history":[{"count":3,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/387\/revisions"}],"predecessor-version":[{"id":396,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/387\/revisions\/396"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/media\/394"}],"wp:attachment":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=387"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}