{"id":254599,"date":"2025-04-20T07:42:22","date_gmt":"2025-04-20T14:42:22","guid":{"rendered":"https:\/\/messengerbot.app\/comprehensive-ai-chatbot-training-how-to-train-earn-and-build-a-career-as-an-ai-chatbot-trainer\/"},"modified":"2025-04-20T07:42:22","modified_gmt":"2025-04-20T14:42:22","slug":"%e5%85%a8%e9%9d%a2%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%9f%b9%e8%ae%ad%ef%bc%9a%e5%a6%82%e4%bd%95%e5%9f%b9%e8%ae%ad%e3%80%81%e8%b5%9a%e5%8f%96","status":"publish","type":"post","link":"https:\/\/messengerbot.app\/zh\/comprehensive-ai-chatbot-training-how-to-train-earn-and-build-a-career-as-an-ai-chatbot-trainer\/","title":{"rendered":"\u5168\u9762\u7684AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\uff1a\u5982\u4f55\u57f9\u8bad\u3001\u8d5a\u94b1\u5e76\u5efa\u7acbAI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u7684\u804c\u4e1a\u751f\u6daf"},"content":{"rendered":"<input type=\"hidden\" value=\"\" data-essbispostcontainer=\"\" data-essbisposturl=\"https:\/\/messengerbot.app\/zh\/comprehensive-ai-chatbot-training-how-to-train-earn-and-build-a-career-as-an-ai-chatbot-trainer\/\" data-essbisposttitle=\"Comprehensive AI Chatbot Training: How to Train, Earn, and Build a Career as an AI Chatbot Trainer\" data-essbishovercontainer=\"\"><div class=\"key-takeaways-box\">\n<h2>\u5173\u952e\u8981\u70b9<\/h2>\n<ul>\n<li>\u638c\u63e1\u57fa\u672c\u7684AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u6280\u80fd\uff0c\u5305\u62ec\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u3001\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u6807\u6ce8\uff0c\u4ee5\u5728\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u4e2d\u8131\u9896\u800c\u51fa\u3002<\/li>\n<li>\u5229\u7528Rasa\u3001Dialogflow\u3001Microsoft Bot Framework\u548cBrain Pod AI\u7b49\u9886\u5148\u5e73\u53f0\uff0c\u9ad8\u6548\u6784\u5efa\u3001\u57f9\u8bad\u548c\u90e8\u7f72\u5177\u6709\u9ad8\u7ea7\u529f\u80fd\u7684AI\u804a\u5929\u673a\u5668\u4eba\u3002<\/li>\n<li>\u5229\u7528\u514d\u8d39\u7684\u5728\u7ebf\u8bfe\u7a0b\u3001\u5f00\u6e90\u5de5\u5177\u548c\u4e92\u52a8\u6559\u7a0b\uff0c\u83b7\u5f97\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u5f00\u59cb\u65e0\u524d\u671f\u6210\u672c\u5730\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba\u3002<\/li>\n<li>\u9075\u5faa\u6570\u636e\u8d28\u91cf\u3001\u9690\u79c1\u5408\u89c4\uff08GDPR\u3001CCPA\uff09\u548c\u8fed\u4ee3\u6d4b\u8bd5\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u4ee5\u521b\u5efa\u51c6\u786e\u3001\u7528\u6237\u53cb\u597d\u4e14\u7b26\u5408\u4f26\u7406\u7684AI\u804a\u5929\u673a\u5668\u4eba\u3002<\/li>\n<li>\u5728Remotasks\u3001Appen\u548cLionbridge\u7b49\u5e73\u53f0\u4e0a\u63a2\u7d22\u8fdc\u7a0b\u548c\u81ea\u7531\u804c\u4e1a\u673a\u4f1a\uff0c\u901a\u8fc7\u6570\u636e\u6807\u6ce8\u3001\u6d4b\u8bd5\u548c\u5bf9\u8bdd\u6570\u636e\u751f\u6210\u6765\u8d5a\u53d6\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba\u7684\u6536\u5165\u3002<\/li>\n<li>\u4f7f\u7528OpenAI\u7684GPT Builder\u3001\u5fae\u8c03API\u6216\u7b2c\u4e09\u65b9\u65e0\u4ee3\u7801\u5e73\u53f0\uff0c\u5229\u7528\u81ea\u5df1\u7684\u6570\u636e\u5b9a\u5236ChatGPT\u53ca\u7c7b\u4f3c\u6a21\u578b\uff0c\u4ee5\u5b9e\u73b0\u7279\u5b9a\u9886\u57df\u7684\u804a\u5929\u673a\u5668\u4eba\u6027\u80fd\u3002<\/li>\n<li>\u89c4\u5212\u73b0\u5b9e\u7684\u57f9\u8bad\u65f6\u95f4\u8868\u2014\u2014\u4ece\u7b80\u5355\u673a\u5668\u4eba\u6240\u9700\u7684\u51e0\u5929\u5230\u9ad8\u7ea7AI\u804a\u5929\u673a\u5668\u4eba\u6240\u9700\u7684\u51e0\u4e2a\u6708\u2014\u2014\u8003\u8651\u6570\u636e\u51c6\u5907\u3001\u6a21\u578b\u590d\u6742\u6027\u3001\u96c6\u6210\u548c\u6301\u7eed\u4f18\u5316\u3002<\/li>\n<li>\u5efa\u7acb\u5f3a\u5927\u7684\u4f5c\u54c1\u96c6\uff0c\u4fdd\u6301\u5bf9AI\u8fdb\u5c55\u7684\u5173\u6ce8\uff0c\u5e76\u5728AI\u793e\u533a\u4e2d\u5efa\u7acb\u7f51\u7edc\uff0c\u4ee5\u6210\u529f\u627e\u5230\u5e76\u83b7\u5f97\u4e0d\u65ad\u589e\u957f\u5e02\u573a\u4e2d\u7684AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u804c\u4f4d\u3002<\/li>\n<\/ul>\n<\/div>\n<p>\u5728\u5f53\u4eca\u5feb\u901f\u53d1\u5c55\u7684\u6570\u5b57\u73af\u5883\u4e2d\uff0c <strong>AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad<\/strong> \u5df2\u6210\u4e3a\u5e0c\u671b\u5728\u79d1\u6280\u884c\u4e1a\u521b\u65b0\u548c\u8131\u9896\u800c\u51fa\u7684\u4eba\u7684\u5173\u952e\u6280\u80fd\u3002\u65e0\u8bba\u4f60\u662f\u60f3\u4e86\u89e3\u5982\u4f55\u6709\u6548\u5730 <em>\u57f9\u8bad\u804a\u5929\u673a\u5668\u4eba<\/em> \uff0c\u8fd8\u662f\u6e34\u671b\u63a2\u7d22\u6709\u5229\u53ef\u56fe\u7684 <a href=\"\/zh\/chatbot-training-jobs\/\" title=\"\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\">\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/a>\uff0c\u8fd9\u672c\u7efc\u5408\u6307\u5357\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff0c\u5e2e\u52a9\u4f60\u5728\u8be5\u9886\u57df\u4e2d\u5bfc\u822a\u3002\u4ece\u7406\u89e3 <em>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba<\/em> \u7684\u57fa\u672c\u77e5\u8bc6\u548c\u53d1\u73b0\u6700\u4f73\u5b66\u4e60\u8d44\u6e90\uff0c\u5230\u4f5c\u4e3a\u4e00\u540d <em>AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08<\/em> \u5efa\u7acb\u6709\u56de\u62a5\u7684\u804c\u4e1a\u751f\u6daf\uff0c\u4ee5\u53ca\u53d1\u6398 <em>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba\u8d5a\u53d6\u6536\u5165<\/em>\u7684\u673a\u4f1a\uff0c\u6211\u4eec\u6db5\u76d6\u4e86\u6240\u6709\u91cd\u8981\u65b9\u9762\u3002\u6b64\u5916\uff0c\u4f60\u8fd8\u5c06\u5b66\u4e60\u5982\u4f55\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e\u5b9a\u5236AI\u6a21\u578b\uff08\u5982ChatGPT\uff09\u7684\u5b9e\u7528\u7b56\u7565\u3001\u57f9\u8bad\u804a\u5929\u673a\u5668\u4eba\u6240\u9700\u7684\u5178\u578b\u65f6\u95f4\u8868\uff0c\u4ee5\u53ca\u83b7\u5f97 <em>training a chatbot<\/em>, and tips for securing <em>AI\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em>\u7684\u6280\u5de7\u3002\u65e0\u8bba\u4f60\u662f\u521d\u5b66\u8005\u8fd8\u662f\u5e0c\u671b\u63d0\u5347\u4e13\u4e1a\u77e5\u8bc6\uff0c\u8fd9\u7bc7\u6587\u7ae0\u65e8\u5728\u4e3a\u4f60\u63d0\u4f9b\u5728\u52a8\u6001\u7684AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u4e16\u754c\u4e2d\u6210\u529f\u6240\u9700\u7684\u77e5\u8bc6\u548c\u5de5\u5177\u3002<\/p>\n<h2>\u6211\u53ef\u4ee5\u8bad\u7ec3\u81ea\u5df1\u7684AI\u804a\u5929\u673a\u5668\u4eba\u5417\uff1f<\/h2>\n<h3>\u7406\u89e3AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u7684\u57fa\u7840\u77e5\u8bc6<\/h3>\n<p>\u662f\u7684\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u9075\u5faa\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u8fc7\u7a0b\u6765\u8bad\u7ec3\u81ea\u5df1\u7684AI\u804a\u5929\u673a\u5668\u4eba\uff0c\u8be5\u8fc7\u7a0b\u5305\u62ec\u5b9a\u4e49\u804a\u5929\u673a\u5668\u4eba\u7684\u76ee\u7684\u3001\u6536\u96c6\u548c\u51c6\u5907\u6570\u636e\uff0c\u4ee5\u53ca\u5229\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6280\u672f\u3002\u6709\u6548\u5730\u57f9\u8bad\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u6e05\u6670\u7406\u89e3\u5176\u9884\u671f\u7684\u4f7f\u7528\u6848\u4f8b\u4ee5\u53ca\u6b63\u786e\u7684\u6570\u636e\u548c\u6a21\u578b\u5f00\u53d1\u65b9\u6cd5\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u57f9\u8bad\u804a\u5929\u673a\u5668\u4eba\u7684\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u5b9a\u4e49\u804a\u5929\u673a\u5668\u4eba\u7684\u76ee\u7684\u548c\u4f7f\u7528\u6848\u4f8b\uff1a<\/strong> \u786e\u5b9a\u60a8\u7684\u804a\u5929\u673a\u5668\u4eba\u5c06\u5904\u7406\u5ba2\u6237\u652f\u6301\u3001\u6f5c\u5728\u5ba2\u6237\u751f\u6210\u8fd8\u662f\u4fe1\u606f\u68c0\u7d22\u3002\u8fd9\u4e2a\u91cd\u70b9\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u548c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e0e\u60a8\u7684\u5177\u4f53\u76ee\u6807\u4e00\u81f4\u3002<\/li>\n<li><strong>\u6536\u96c6\u548c\u51c6\u5907\u8bad\u7ec3\u6570\u636e\uff1a<\/strong> \u6536\u96c6\u591a\u6837\u7684\u5bf9\u8bdd\u6570\u636e\uff0c\u5305\u62ec\u7528\u6237\u67e5\u8be2\u3001\u610f\u56fe\u548c\u9884\u671f\u54cd\u5e94\u3002\u7528\u76f8\u5173\u7684\u610f\u56fe\u548c\u5b9e\u4f53\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u6807\u6ce8\uff0c\u4ee5\u6307\u5bfc\u804a\u5929\u673a\u5668\u4eba\u7684\u7406\u89e3\u3002<\/li>\n<li><strong>\u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\uff1a<\/strong> \u4f7f\u7528 NLP \u6846\u67b6\uff0c\u5982 Rasa\u3001Dialogflow \u6216 Microsoft Bot Framework \u6765\u5904\u7406\u8f93\u5165\u3002NLP \u4f7f\u60a8\u7684\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u8bc6\u522b\u7528\u6237\u610f\u56fe\u3001\u63d0\u53d6\u5b9e\u4f53\u5e76\u505a\u51fa\u9002\u5f53\u56de\u5e94\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u8bad\u7ec3\u6a21\u578b\uff1a<\/strong> \u5728\u51c6\u5907\u597d\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u60a8\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u7136\u540e\u6839\u636e\u771f\u5b9e\u7528\u6237\u4ea4\u4e92\u8fdb\u884c\u6d4b\u8bd5\u548c\u4f18\u5316\u3002\u6301\u7eed\u7684\u8bad\u7ec3\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\u548c\u9002\u5e94\u6027\u3002<\/li>\n<li><strong>\u4f7f\u7528\u9884\u6784\u5efa\u7684\u5de5\u5177\u548c API\uff1a<\/strong> \u50cf Tidio \u8fd9\u6837\u7684\u5e73\u53f0\u63d0\u4f9b\u63a5\u53e3\uff0c\u53ef\u4ee5\u5728\u4e0d\u6df1\u5165\u7f16\u7801\u7684\u60c5\u51b5\u4e0b\u6dfb\u52a0 NLP \u89e6\u53d1\u5668\u548c\u54cd\u5e94\uff0c\u4ece\u800c\u4fc3\u8fdb\u804a\u5929\u673a\u5668\u4eba\u5728\u7f51\u7ad9\u548c\u793e\u4ea4\u5a92\u4f53\u4e0a\u7684\u90e8\u7f72\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u548c\u4f18\u5316\uff1a<\/strong> \u4e0e\u771f\u5b9e\u7528\u6237\u8fdb\u884c\u5168\u9762\u6d4b\u8bd5\uff0c\u5e76\u4f7f\u7528\u5206\u6790\u6765\u5fae\u8c03\u804a\u5929\u673a\u5668\u4eba\u7684\u6027\u80fd\u3002<\/li>\n<li><strong>\u786e\u4fdd\u9075\u5faa\u4f26\u7406\u548c\u9690\u79c1\u5408\u89c4\uff1a<\/strong> \u5728\u5904\u7406\u4e2a\u4eba\u6570\u636e\u8fdb\u884c\u804a\u5929\u673a\u5668\u4eba\u8bad\u7ec3\u65f6\uff0c\u9075\u5faa GDPR \u6216 CCPA \u7b49\u6cd5\u89c4\u3002<\/li>\n<\/ol>\n<p>\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\u53ef\u4ee5\u8ba9\u60a8\u8bad\u7ec3\u51fa\u7b26\u5408\u60a8\u9700\u6c42\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u3002\u867d\u7136 Messenger Bot \u7b80\u5316\u4e86\u804a\u5929\u673a\u5668\u4eba\u7684\u521b\u5efa\uff0c\u4f46\u4f7f\u7528\u9ad8\u7ea7 NLP \u529f\u80fd\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u901a\u5e38\u6d89\u53ca\u4e13\u4e1a\u6846\u67b6\u548c\u6301\u7eed\u5b66\u4e60\u8fc7\u7a0b\u3002\u6709\u5173\u5168\u9762\u7684 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" title=\"guide to building AI chatbots\">guide to building AI chatbots<\/a>\uff0c\u8bf7\u63a2\u7d22\u6db5\u76d6\u4ece\u6570\u636e\u51c6\u5907\u5230\u6a21\u578b\u4f18\u5316\u7684\u8be6\u7ec6\u8d44\u6e90\u3002<\/p>\n<h3>\u804a\u5929\u673a\u5668\u4eba\u8bad\u7ec3\u7684\u57fa\u672c\u5de5\u5177\u548c\u5e73\u53f0<\/h3>\n<p>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u652f\u6301\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u90e8\u7f72\u7684\u6b63\u786e\u5de5\u5177\u548c\u5e73\u53f0\u3002\u4ee5\u4e0b\u662f\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\u65f6\u9700\u8981\u8003\u8651\u7684\u4e00\u4e9b\u57fa\u672c\u8d44\u6e90\uff1a<\/p>\n<ul>\n<li><strong>\u62c9\u8428:<\/strong> \u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u63d0\u4f9b\u5f3a\u5927\u7684 NLP \u529f\u80fd\u548c\u7075\u6d3b\u6027\uff0c\u7528\u4e8e\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u3002Rasa \u652f\u6301\u610f\u56fe\u8bc6\u522b\u3001\u5b9e\u4f53\u63d0\u53d6\u548c\u5bf9\u8bdd\u7ba1\u7406\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u6d41\uff1a<\/strong> \u8c37\u6b4c\u7684\u5bf9\u8bdd\u5f0f\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\uff0c\u7b80\u5316\u4e86\u804a\u5929\u673a\u5668\u4eba\u7684\u8bad\u7ec3\uff0c\u5177\u6709\u76f4\u89c2\u7684\u754c\u9762\u548c\u8de8\u591a\u4e2a\u6e20\u9053\u7684\u96c6\u6210\u9009\u9879\u3002<\/li>\n<li><strong>Microsoft Bot \u6846\u67b6\uff1a<\/strong> \u4e00\u4e2a\u5168\u9762\u7684\u5e73\u53f0\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u5177\u6709\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u652f\u6301\u591a\u79cd\u8bed\u8a00\u548c\u6e20\u9053\u3002<\/li>\n<li><strong>\u8111\u835a\u4eba\u5de5\u667a\u80fd\uff1a<\/strong> \u4e00\u4e2a\u591a\u529f\u80fd\u7684\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\uff0c\u63d0\u4f9b\u5177\u6709\u591a\u8bed\u8a00\u652f\u6301\u548c\u9ad8\u7ea7\u5bf9\u8bdd\u529f\u80fd\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u89e3\u51b3\u65b9\u6848\u3002Brain Pod AI \u63d0\u4f9b\u9002\u5408\u5404\u79cd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u9700\u6c42\u7684\u6f14\u793a\u548c\u5b9a\u4ef7\u8ba1\u5212\uff08<a href=\"https:\/\/brainpod.ai\" title=\"Brain Pod AI \u5e73\u53f0\" target=\"_blank\" rel=\"noopener\">Brain Pod AI \u5e73\u53f0<\/a>).<\/li>\n<li><strong>Tidio:<\/strong> \u4e00\u4e2a\u7528\u6237\u53cb\u597d\u7684\u804a\u5929\u673a\u5668\u4eba\u5e73\u53f0\uff0c\u4f7f\u5f97\u4ee5\u6700\u5c11\u7f16\u7801\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u6210\u4e3a\u53ef\u80fd\uff0c\u975e\u5e38\u9002\u5408\u5c0f\u578b\u4f01\u4e1a\u548c\u8425\u9500\u4eba\u5458\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u6709\u5174\u8da3 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%b5%81%e7%a8%8b%e6%9e%84%e5%bb%ba%e5%99%a8%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%ae%8c%e7%be%8e%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba\/\" title=\"\u804a\u5929\u673a\u5668\u4eba\u6d41\u7a0b\u6784\u5efa\u6307\u5357\">\u521b\u5efa\u60a8\u5b8c\u7f8e\u7684\u804a\u5929\u673a\u5668\u4eba<\/a>\uff0c\u8fd9\u4e9b\u5e73\u53f0\u63d0\u4f9b\u5fc5\u8981\u7684\u5de5\u5177\u6765\u8bbe\u8ba1\u5bf9\u8bdd\u6d41\u7a0b\u3001\u8bad\u7ec3\u6a21\u578b\u548c\u9ad8\u6548\u90e8\u7f72\u804a\u5929\u673a\u5668\u4eba\u3002\u6b64\u5916\uff0c\u63a2\u7d22 <a href=\"https:\/\/messengerbot.app\/zh\/%e5%9f%ba%e7%a1%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%95%99%e7%a8%8b%ef%bc%9a%e5%88%9d%e5%ad%a6%e8%80%85%e5%88%9b%e5%bb%ba%e3%80%81%e7%bc%96%e7%a0%81\/\" title=\"\u521d\u5b66\u8005AI\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b\">\u9002\u5408\u521d\u5b66\u8005\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b<\/a> \u53ef\u4ee5\u5e2e\u52a9\u60a8\u4e86\u89e3\u804a\u5929\u673a\u5668\u4eba\u9879\u76ee\u7684\u7f16\u7801\u548c\u6210\u672c\u65b9\u9762\u3002<\/p>\n<p>\u5728\u8003\u8651\u65f6\uff0c\u4e86\u89e3\u53ef\u7528\u7684\u9009\u9879\u81f3\u5173\u91cd\u8981\u3002Botpress \u63d0\u4f9b\u514d\u8d39\u548c\u4ed8\u8d39\u8ba1\u5212\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u4f01\u4e1a\u7684\u9700\u6c42\u548c\u9884\u7b97\u3002 <strong>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong> \u6216\u8005 <strong>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong>\uff0c\u719f\u6089\u8fd9\u4e9b\u5e73\u53f0\u662f\u975e\u5e38\u5b9d\u8d35\u7684\u3002\u8bb8\u591a <strong>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/strong> \u9700\u8981\u5bf9\u8fd9\u4e9b\u5de5\u5177\u6709\u5b9e\u9645\u64cd\u4f5c\u7ecf\u9a8c\uff0c\u4ee5\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u4f18\u5316\u63d0\u4f9b\u65e0\u7f1d\u7528\u6237\u4ea4\u4e92\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u6df1\u5165\u4e86\u89e3 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%a2%e7%b4%a2%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%9c%a8%e7%8e%b0%e5%ae%9e%e7%94%9f%e6%b4%bb%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%e3%80%81%e5%a5%bd\/\" title=\"AI\u804a\u5929\u673a\u5668\u4eba\u7528\u9014\u548c\u597d\u5904\u7684\u6587\u7ae0\">AI\u804a\u5929\u673a\u5668\u4eba\u7528\u9014\u548c\u597d\u5904\u7684\u6587\u7ae0<\/a>\uff0c\u4e86\u89e3\u8fd9\u4e9b\u5e73\u53f0\u7684\u80fd\u529b\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/04\/ai-chatbot-training-344159.png\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>\u5982\u4f55\u5b66\u4e60\u804a\u5929\u673a\u5668\u4ebaAI\uff1f<\/h2>\n<p>\u5b66\u4e60 <strong>AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad<\/strong> \u6d89\u53ca\u5bf9\u591a\u4e2a\u57fa\u7840\u9886\u57df\u7684\u5168\u9762\u7406\u89e3\uff0c\u8fd9\u4e9b\u9886\u57df\u4f7f\u60a8\u80fd\u591f\u6784\u5efa\u667a\u80fd\u5bf9\u8bdd\u4ee3\u7406\u3002\u638c\u63e1\u8fd9\u4e9b\u6838\u5fc3\u4e3b\u9898\u5c06\u4f7f\u60a8\u5177\u5907\u5fc5\u8981\u7684\u6280\u80fd\uff0c\u4ee5 <em>\u8bad\u7ec3AI\u804a\u5929\u673a\u5668\u4eba<\/em> \u6709\u6548\u5e76\u5728 <em>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em>. \u65e0\u8bba\u60a8\u662f\u5e0c\u671b <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" title=\"guide to building AI chatbots\">\u60a8\u81ea\u5df1\u7684AI\u804a\u5929\u673a\u5668\u4eba<\/a> \u8fd8\u662f\u63d0\u5347\u60a8\u5728 <em>training a chatbot<\/em>, \u4e13\u6ce8\u4e8e\u8fd9\u4e9b\u5173\u952e\u9886\u57df\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<h3>\u6700\u4f73AI\u804a\u5929\u673a\u5668\u4eba\u5728\u7ebf\u57f9\u8bad\u8d44\u6e90\u548c\u8bfe\u7a0b<\/h3>\n<p>\u8981\u6709\u6548\u5b66\u4e60\u804a\u5929\u673a\u5668\u4ebaAI\uff0c\u4e13\u6ce8\u4e8e\u638c\u63e1\u6784\u6210\u667a\u80fd\u5bf9\u8bdd\u4ee3\u7406\u57fa\u7840\u7684\u51e0\u4e2a\u6838\u5fc3\u9886\u57df\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\uff1a<\/strong> \u7814\u7a76\u673a\u5668\u5982\u4f55\u7406\u89e3\u3001\u89e3\u91ca\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u3002\u5173\u952e\u4e3b\u9898\u5305\u62ec\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u548c\u8bed\u8a00\u5efa\u6a21\u3002\u65af\u5766\u798fNLP\u5c0f\u7ec4\u548c\u4e66\u7c4d <em>\u300a\u8bed\u97f3\u4e0e\u8bed\u8a00\u5904\u7406\u300b<\/em> \u7531Jurafsky\u548cMartin\u64b0\u5199\uff0c\u63d0\u4f9b\u5168\u9762\u7684\u8986\u76d6\u3002<\/li>\n<li><strong>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u548c\u6280\u672f\uff1a<\/strong> \u5b66\u4e60\u76d1\u7763\u3001\u65e0\u76d1\u7763\u548c\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u4ece\u6570\u636e\u4e2d\u6539\u8fdb\u3002\u719f\u6089\u5206\u7c7b\u3001\u805a\u7c7b\u548c\u5e8f\u5217\u9884\u6d4b\u7b97\u6cd5\uff0c\u8fd9\u4e9b\u5bf9\u4e8e\u610f\u56fe\u8bc6\u522b\u548c\u54cd\u5e94\u751f\u6210\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u548c\u795e\u7ecf\u7f51\u7edc\uff1a<\/strong> \u63a2\u7d22\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u548c\u53d8\u538b\u5668\u7b49\u67b6\u6784\uff0c\u8fd9\u4e9b\u67b6\u6784\u9a71\u52a8\u7740\u6700\u5148\u8fdb\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u7406\u89e3TensorFlow\u548cPyTorch\u7b49\u6846\u67b6\u5c06\u5e2e\u52a9\u60a8\u5b9e\u73b0\u8fd9\u4e9b\u6a21\u578b\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u7ba1\u7406\u7cfb\u7edf\uff1a<\/strong> \u7814\u7a76\u804a\u5929\u673a\u5668\u4eba\u5982\u4f55\u7ba1\u7406\u5bf9\u8bdd\u6d41\u7a0b\u3001\u4fdd\u6301\u4e0a\u4e0b\u6587\u548c\u5904\u7406\u591a\u8f6e\u4ea4\u4e92\u3002\u4e86\u89e3\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u3001\u6709\u9650\u72b6\u6001\u673a\u548c\u5f3a\u5316\u5b66\u4e60\u7b49\u9ad8\u7ea7\u65b9\u6cd5\uff0c\u4ee5\u4f18\u5316\u5bf9\u8bdd\u7b56\u7565\u3002<\/li>\n<li><strong>\u6587\u672c\u751f\u6210\u548c\u60c5\u611f\u5206\u6790\uff1a<\/strong> \u638c\u63e1\u4f7f\u7528GPT\u7b49\u6a21\u578b\u751f\u6210\u8fde\u8d2f\u4e14\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u54cd\u5e94\u7684\u6280\u80fd\uff0c\u5e76\u5206\u6790\u7528\u6237\u60c5\u611f\uff0c\u4ee5\u9002\u5f53\u5730\u8c03\u6574\u804a\u5929\u673a\u5668\u4eba\u7684\u56de\u590d\u3002<\/li>\n<li><strong>\u8bed\u97f3\u8bc6\u522b\u548c\u5408\u6210\uff08\u53ef\u9009\uff09\uff1a<\/strong> \u5bf9\u4e8e\u8bed\u97f3\u542f\u7528\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u4e86\u89e3\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09\u6280\u672f\uff0c\u5305\u62ecGoogle\u7684\u8bed\u97f3\u8f6c\u6587\u672cAPI\u548cTacotron\u7b49\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u8df5\u7ecf\u9a8c\u81f3\u5173\u91cd\u8981\uff1a\u4f7f\u7528\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u5e73\u53f0\u6784\u5efa\u9879\u76ee\uff0c\u4f8b\u5982 <a href=\"https:\/\/rasa.com\/docs\/rasa\/\" title=\"Rasa\u5f00\u6e90\" target=\"_blank\" rel=\"noopener\">\u62c9\u8428<\/a>, Microsoft Bot Framework\u6216Google Dialogflow\u3002\u8fd9\u4e9b\u5de5\u5177\u96c6\u6210\u4e86\u8bb8\u591aAI\u7ec4\u4ef6\u5e76\u4fc3\u8fdb\u90e8\u7f72\u3002\u5bf9\u4e8e\u793e\u4ea4\u5a92\u4f53\u6216\u6d88\u606f\u5e73\u53f0\uff0c\u719f\u6089\u7279\u5b9a\u5e73\u53f0\u7684\u804a\u5929\u673a\u5668\u4ebaAPI\uff0c\u4f8b\u5982 <a href=\"https:\/\/developers.facebook.com\/docs\/messenger-platform\/\" title=\"Facebook Messenger\u5e73\u53f0\" target=\"_blank\" rel=\"noopener\">Facebook Messenger\u7684Messenger\u5e73\u53f0<\/a>, \u5141\u8bb8\u5f00\u53d1\u8005\u521b\u5efa\u4e0e\u7528\u6237\u5728Messenger\u4e0a\u4e92\u52a8\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u7406\u89e3\u8fd9\u4e9bAPI\u6709\u52a9\u4e8e\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u90e8\u7f72\u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n<p>\u4e3a\u4e86\u52a0\u6df1\u60a8\u7684\u77e5\u8bc6\uff0c\u53ef\u4ee5\u8003\u8651\u53c2\u52a0Coursera\u3001edX\u6216Udacity\u7b49\u5e73\u53f0\u4e0a\u7684AI\u3001NLP\u548c\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u7684\u5728\u7ebf\u8bfe\u7a0b\u3002\u6b64\u5916\uff0c\u4fdd\u6301\u5173\u6ce8ACL\u3001EMNLP\u548cNeurIPS\u7b49\u4f1a\u8bae\u7684\u7814\u7a76\u8bba\u6587\u3002<\/p>\n<p>\u901a\u8fc7\u5c06\u7406\u8bba\u5b66\u4e60\u4e0e\u5b9e\u8df5\u64cd\u4f5c\u548c\u7279\u5b9a\u5e73\u53f0\u77e5\u8bc6\u76f8\u7ed3\u5408\uff0c\u60a8\u53ef\u4ee5\u57f9\u517b\u51fa\u7b26\u5408\u5f53\u524d\u884c\u4e1a\u6807\u51c6\u548c\u521b\u65b0\u7684\u5f3a\u5927\u804a\u5929\u673a\u5668\u4ebaAI\u6280\u80fd\u3002\u8981\u5f00\u59cb\u5b9e\u8df5\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u7684 <a href=\"https:\/\/messengerbot.app\/zh\/%e5%9f%ba%e7%a1%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%95%99%e7%a8%8b%ef%bc%9a%e5%88%9d%e5%ad%a6%e8%80%85%e5%88%9b%e5%bb%ba%e3%80%81%e7%bc%96%e7%a0%81\/\" title=\"\u521d\u5b66\u8005AI\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b\">\u521d\u5b66\u8005AI\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b<\/a> \u4ee5\u5f00\u59cb\u7f16\u7801\u548c\u6210\u672c\u60a8\u7684\u7b2c\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u9879\u76ee\u3002<\/p>\n<h3>\u514d\u8d39\u7684AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u9009\u9879\u4ee5\u5f00\u59cb<\/h3>\n<p>\u5f00\u59cb\u4f60\u7684\u65c5\u7a0b\u4e8e <em>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba<\/em> \u4e0d\u9700\u8981\u5927\u91cf\u7684\u524d\u671f\u6295\u8d44\u3002\u6709\u8bb8\u591a\u514d\u8d39\u7684\u8d44\u6e90\u548c\u5e73\u53f0\u63d0\u4f9b\u4f18\u79c0\u7684\u673a\u4f1a\u6765\u5b66\u4e60\u548c\u5b9e\u8df5\u804a\u5929\u673a\u5668\u4ebaAI\u57f9\u8bad\uff1a<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5e73\u53f0\uff1a<\/strong> \u50cfRasa\u8fd9\u6837\u7684\u5de5\u5177\u63d0\u4f9b\u514d\u8d39\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u57f9\u8bad\u804a\u5929\u673a\u5668\u4eba\uff0c\u8ba9\u4f60\u53ef\u4ee5\u5c1d\u8bd5 <em>\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba<\/em> \u7684\u9879\u76ee\u800c\u65e0\u9700\u8d39\u7528\u3002<\/li>\n<li><strong>\u514d\u8d39\u7684\u5728\u7ebf\u8bfe\u7a0b\uff1a<\/strong> \u50cfCoursera\u548cedX\u8fd9\u6837\u7684\u7f51\u7ad9\u63d0\u4f9bAI\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u8bfe\u7a0b\u7684\u514d\u8d39\u5ba1\u8ba1\u9009\u9879\u3002\u8fd9\u4e9b\u8bfe\u7a0b\u6db5\u76d6\u4e86 <em>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/em>.<\/li>\n<li><strong>\u7684\u57fa\u672c\u6982\u5ff5\u548c\u5b9e\u7528\u6280\u80fd\u3002<\/strong> \u6211\u4eec\u7684 <a href=\"https:\/\/messengerbot.app\/zh\/%e8%bd%bb%e6%9d%be%e5%88%9b%e5%bb%ba%e8%87%aa%e5%b7%b1%e7%9a%84%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%ef%bc%9a%e5%85%8d%e8%b4%b9%e5%88%9b%e5%bb%ba%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a\/\" title=\"\u4e92\u52a8\u6559\u7a0b\u548c\u6307\u5357\uff1a\">\u4e92\u52a8\u6559\u7a0b\u548c\u6307\u5357\uff1a<\/a> \u5168\u9762\u7684\u804a\u5929\u673a\u5668\u4eba\u521b\u5efa\u6307\u5357 <em>\u5f15\u5bfc\u4f60\u5236\u4f5c\u81ea\u5df1\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u5b8c\u5168\u514d\u8d39\uff0c\u975e\u5e38\u9002\u5408\u6e34\u671b<\/em>.<\/li>\n<li><strong>\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/strong> \u7684\u521d\u5b66\u8005\u3002\u793e\u533a\u8bba\u575b\u548c\u6587\u6863\uff1a <em>AI\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em>\u4e0eGitHub\u3001Stack Overflow\u548c\u4e13\u4e1a\u8bba\u575b\u4e0a\u7684\u793e\u533a\u4e92\u52a8\uff0c\u5728\u90a3\u91cc\u4f60\u53ef\u4ee5\u63d0\u51fa\u95ee\u9898\u5e76\u5206\u4eab\u5173\u4e8e <a href=\"https:\/\/brainpod.ai\" title=\"Brain Pod AI \u5e73\u53f0\" target=\"_blank\" rel=\"noopener\">\u5927\u8111\u8231\u4eba\u5de5\u667a\u80fd<\/a> \u7684\u77e5\u8bc6\u3002\u6b64\u5916\uff0c\u50cf<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u7684\u5e73\u53f0\u63d0\u4f9b\u7684\u5b98\u65b9\u6587\u6863\u5bf9\u9ad8\u7ea7AI\u804a\u5929\u673a\u5668\u4eba\u529f\u80fd\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\u3002 <em>\u5229\u7528\u8fd9\u4e9b\u514d\u8d39\u8d44\u6e90\u53ef\u4ee5\u8ba9\u4f60\u5728<\/em> \u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad <em>\u65b9\u9762\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u5e76\u83b7\u5f97\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u8fd9\u53ef\u4ee5\u5e26\u6765<\/em> \u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c <a href=\"https:\/\/messengerbot.app\/zh\/%e5%88%9b%e5%bb%ba%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%85%8d%e8%b4%b9%e6%8c%87%e5%8d%97%ef%bc%9a%e6%9e%84%e5%bb%ba%e6%97%a0%e9%9c%80%e8%b4%b9%e7%94%a8%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba\/\" title=\"\u514d\u8d39\u804a\u5929\u673a\u5668\u4eba\u521b\u5efa\u6307\u5357\">\u514d\u8d39\u804a\u5929\u673a\u5668\u4eba\u521b\u5efa\u6307\u5357<\/a> \u4ee5\u6709\u6548\u5730\u5f00\u59cb\u4eca\u5929\u7684AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u3002<\/p>\n<h2>\u5982\u4f55\u6210\u4e3aAI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\uff1f<\/h2>\n<p>\u6210\u4e3aAI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u9700\u8981\u6280\u672f\u77e5\u8bc6\u3001\u5b9e\u8df5\u7ecf\u9a8c\u548c\u6301\u7eed\u5b66\u4e60\u7684\u7ed3\u5408\uff0c\u4ee5\u6709\u6548\u5730\u57f9\u8badAI\u7cfb\u7edf\u7406\u89e3\u548c\u54cd\u5e94\u4eba\u7c7b\u8bed\u8a00\u3002\u8fd9\u4e2a\u804c\u4e1a\u8def\u5f84\u6d89\u53ca\u638c\u63e1 <strong>AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad<\/strong>\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u3002\u901a\u8fc7\u9075\u5faa\u7ed3\u6784\u5316\u7684\u65b9\u6cd5\uff0c\u4f60\u53ef\u4ee5\u4e3a\u5728 <em>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em> \u53ca\u76f8\u5173\u89d2\u8272\u4e2d\u53d6\u5f97\u6210\u529f\u505a\u597d\u51c6\u5907\u3002<\/p>\n<h3>\u5728AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u5de5\u4f5c\u4e2d\u5efa\u7acb\u804c\u4e1a\u751f\u6daf\u7684\u6b65\u9aa4<\/h3>\n<p>\u5982\u4f55\u6210\u4e3aAI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u6d89\u53ca\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u4e3a\u5728 <strong>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba<\/strong>:<\/p>\n<ol>\n<li><strong>\u83b7\u5f97\u76f8\u5173\u6559\u80b2\u548c\u6280\u672f\u6280\u80fd<\/strong><br \/>\n    \u653b\u8bfb\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\u3001\u6570\u636e\u79d1\u5b66\u6216\u76f8\u5173\u9886\u57df\u7684\u5b66\u58eb\u5b66\u4f4d\u3002\u9ad8\u7ea7\u5b66\u4f4d\u53ef\u4ee5\u589e\u5f3a\u4f60\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002\u638c\u63e1Python\u3001R\u6216Java\u7b49\u7f16\u7a0b\u8bed\u8a00\uff0c\u5e76\u719f\u6089TensorFlow\u548cPyTorch\u7b49\u673a\u5668\u5b66\u4e60\u6846\u67b6\u3002\u7406\u89e3spaCy\u548cNLTK\u7b49NLP\u5e93\u5bf9\u4e8e <em>training a chatbot<\/em> \u6709\u6548\u5730\u3002<\/li>\n<li><strong>\u83b7\u5f97AI\u548c\u804a\u5929\u673a\u5668\u4eba\u6280\u672f\u7684\u5b9e\u8df5\u7ecf\u9a8c<\/strong><br \/>\n    \u53c2\u4e0e\u6d89\u53ca\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u6216AI\u6a21\u578b\u8bad\u7ec3\u7684\u9879\u76ee\uff0c\u4ee5\u5efa\u7acb\u5b9e\u8df5\u6280\u80fd\u3002\u5b66\u4e60\u4f7f\u7528\u6d41\u884c\u7684\u804a\u5929\u673a\u5668\u4eba\u5e73\u53f0\u548c\u5de5\u5177\uff0c\u5305\u62ec\u5f00\u6e90\u6846\u67b6\u548c\u5546\u4e1a\u89e3\u51b3\u65b9\u6848\u3002\u867d\u7136\u50cfMessenger Bot\u8fd9\u6837\u7684\u5e73\u53f0\u7b80\u5316\u4e86\u90e8\u7f72\uff0c\u4f46\u4e13\u6ce8\u4e8e\u6838\u5fc3AI\u6a21\u578b\u548c\u5bf9\u8bdd\u8bbe\u8ba1\u539f\u5219\u5c06\u589e\u5f3a\u4f60 <em>\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba<\/em> \u63d0\u4f9b\u81ea\u7136\u4e14\u5f15\u4eba\u5165\u80dc\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002<\/li>\n<li><strong>\u53d1\u5c55\u6570\u636e\u6807\u6ce8\u548c\u6a21\u578b\u8bad\u7ec3\u7684\u4e13\u4e1a\u77e5\u8bc6<\/strong><br \/>\n    \u638c\u63e1\u7b56\u5212\u3001\u6807\u6ce8\u548c\u6807\u8bb0\u6570\u636e\u96c6\u7684\u6280\u80fd\uff0c\u8fd9\u5bf9\u4e8e <em>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em>\u7684\u76d1\u7763\u5b66\u4e60\u81f3\u5173\u91cd\u8981\u3002\u5b66\u4e60\u4f7f\u7528\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u5206\u6570\u7b49\u6307\u6807\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u83b7\u5f97\u5fae\u8c03\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT\u6216BERT\uff09\u7684\u7ecf\u9a8c\uff0c\u4ee5\u4fbf\u5c06\u804a\u5929\u673a\u5668\u4eba\u54cd\u5e94\u8c03\u6574\u4e3a\u7279\u5b9a\u5e94\u7528\u3002<\/li>\n<li><strong>\u4fdd\u6301\u5bf9\u884c\u4e1a\u8d8b\u52bf\u548c\u6700\u4f73\u5b9e\u8df5\u7684\u5173\u6ce8<\/strong><br \/>\n    \u901a\u8fc7\u7814\u7a76\u8bba\u6587\u3001\u535a\u5ba2\u548c\u4f1a\u8bae\u5173\u6ce8AI\u3001NLP\u548c\u804a\u5929\u673a\u5668\u4eba\u6280\u672f\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u53c2\u4e0e\u4e13\u6ce8\u4e8eAI\u8bad\u7ec3\u548c\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u7684\u793e\u533a\uff0c\u4ee5\u4ea4\u6d41\u77e5\u8bc6\u5e76\u8ddf\u4e0a\u4e0d\u65ad\u53d1\u5c55\u7684\u6280\u672f\u3002<\/li>\n<li><strong>\u5efa\u7acb\u4f5c\u54c1\u96c6\u548c\u4eba\u8109<\/strong><br \/>\n    \u901a\u8fc7\u53c2\u4e0e\u5f00\u6e90AI\u9879\u76ee\u6216\u5f00\u53d1\u81ea\u5df1\u7684\u804a\u5929\u673a\u5668\u4eba\u539f\u578b\u6765\u5c55\u793a\u4f60\u7684\u6280\u80fd\u3002\u901a\u8fc7LinkedIn\u7b49\u5e73\u53f0\u8fdb\u884c\u7f51\u7edc\u4ea4\u6d41\uff0c\u5e76\u53c2\u52a0\u884c\u4e1a\u6d3b\u52a8\uff0c\u53ef\u4ee5\u4e3a\u4f60\u6253\u5f00 <em>\u65b9\u9762\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u5e76\u83b7\u5f97\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u8fd9\u53ef\u4ee5\u5e26\u6765<\/em> \u673a\u4f1a\u7684\u5927\u95e8\u3002<\/li>\n<\/ol>\n<p>\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\u5c06\u4e3a\u4f60\u505a\u597d\u51c6\u5907\uff0c <strong>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong> \u5e76\u4f7f\u4f60\u80fd\u591f\u6709\u610f\u4e49\u5730\u4e3a\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u7684\u5f00\u53d1\u505a\u51fa\u8d21\u732e\uff0c\u4ece\u800c\u589e\u5f3a\u7528\u6237\u53c2\u4e0e\u5ea6\u3002<\/p>\n<h3>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u6240\u9700\u7684\u6280\u80fd\u548c\u8d44\u683c<\/h3>\n<p>\u8981\u5728 <strong>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/strong>\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u67d0\u4e9b\u6280\u80fd\u548c\u8d44\u683c\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002\u8fd9\u4e9b\u80fd\u529b\u786e\u4fdd\u4f60\u80fd\u591f\u6709\u6548\u5904\u7406 <em>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba<\/em> \u7684\u590d\u6742\u6027\uff0c\u5e76\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u804a\u5929\u673a\u5668\u4eba\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<ul>\n<li><strong>\u6280\u672f\u719f\u7ec3\u5ea6\uff1a<\/strong> \u5728Python\u6216\u7c7b\u4f3c\u8bed\u8a00\u4e2d\u5177\u5907\u5f3a\u5927\u7684\u7f16\u7a0b\u6280\u80fd\uff0c\u4ee5\u53ca\u5728\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff08TensorFlow\u3001PyTorch\uff09\u548cNLP\u5de5\u5177\uff08spaCy\u3001NLTK\uff09\u65b9\u9762\u7684\u7ecf\u9a8c\uff0c\u662f <em>training a chatbot<\/em>.<\/li>\n<li><strong>\u6570\u636e\u5904\u7406\u548c\u6807\u6ce8\uff1a<\/strong> \u5728\u6570\u636e\u9884\u5904\u7406\u3001\u6807\u6ce8\u548c\u6807\u8bb0\u65b9\u9762\u7684\u4e13\u4e1a\u77e5\u8bc6\u5bf9\u4e8e\u51c6\u5907\u63d0\u9ad8\u804a\u5929\u673a\u5668\u4eba\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u7406\u89e3AI\u6a21\u578b\uff1a<\/strong> \u4e86\u89e3\u5982\u4f55\u5fae\u8c03\u548c\u4f18\u5316\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT\u3001BERT\u6216\u5176\u4ed6\u57fa\u4e8e\u53d8\u6362\u5668\u7684\u67b6\u6784\uff09\u5bf9\u4e8e\u5b9a\u5236\u804a\u5929\u673a\u5668\u4eba\u884c\u4e3a\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u8bbe\u8ba1\u6280\u80fd\uff1a<\/strong> \u8bbe\u8ba1\u81ea\u7136\u3001\u7528\u6237\u53cb\u597d\u7684\u5bf9\u8bdd\u6d41\u7a0b\u7684\u80fd\u529b\uff0c\u4ee5\u589e\u5f3a\u804a\u5929\u673a\u5668\u4eba\u4ea4\u4e92\u548c\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n<li><strong>\u5206\u6790\u548c\u8bc4\u4f30\u6280\u80fd\uff1a<\/strong> \u901a\u8fc7\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548c\u7528\u6237\u53cd\u9988\u7b49\u6307\u6807\u8bc4\u4f30\u804a\u5929\u673a\u5668\u4eba\u6027\u80fd\u7684\u80fd\u529b\uff0c\u4ee5\u8fed\u4ee3\u6539\u8fdbAI\u54cd\u5e94\u3002<\/li>\n<li><strong>\u6c9f\u901a\u4e0e\u534f\u4f5c:<\/strong> \u6709\u6548\u7684\u6c9f\u901a\u6280\u5de7\uff0c\u4ee5\u4fbf\u4e0e\u8de8\u804c\u80fd\u56e2\u961f\u5408\u4f5c\uff0c\u5305\u62ec\u5f00\u53d1\u4eba\u5458\u3001\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u5e08\u548c\u4e1a\u52a1\u5229\u76ca\u76f8\u5173\u8005\u3002<\/li>\n<li><strong>\u6301\u7eed\u5b66\u4e60\uff1a<\/strong> \u81f4\u529b\u4e8e\u8ddf\u4e0a\u65b0\u5174\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u3001\u5de5\u5177\u548c\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/li>\n<\/ul>\n<p>\u5177\u5907\u8fd9\u4e9b\u6280\u80fd\u5c06\u4f7f\u60a8\u6210\u4e3a\u4e00\u4e2a\u5f3a\u6709\u529b\u7684\u5019\u9009\u4eba\uff0c <em>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em> \u5e76\u4f7f\u60a8\u80fd\u591f <em>\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba<\/em> \u4ee5\u6ee1\u8db3\u4e0d\u65ad\u53d8\u5316\u7684\u5546\u4e1a\u548c\u7528\u6237\u9700\u6c42\u3002\u5bf9\u4e8e\u90a3\u4e9b\u5bfb\u6c42\u5b9e\u7528\u6307\u5bfc\u7684\u4eba\uff0c\u63a2\u7d22\u50cf <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" target=\"_blank\" rel=\"noopener\">guide to building AI chatbots<\/a> \u548c <a href=\"https:\/\/messengerbot.app\/zh\/%e5%9f%ba%e7%a1%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%95%99%e7%a8%8b%ef%bc%9a%e5%88%9d%e5%ad%a6%e8%80%85%e5%88%9b%e5%bb%ba%e3%80%81%e7%bc%96%e7%a0%81\/\" target=\"_blank\" rel=\"noopener\">\u521d\u5b66\u8005AI\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b<\/a> \u8fd9\u6837\u7684\u8d44\u6e90\u53ef\u4ee5\u63d0\u4f9b\u6709\u5173\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u7684\u6280\u672f\u548c\u521b\u610f\u65b9\u9762\u7684\u5b9d\u8d35\u89c1\u89e3\u3002<\/p>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u5bfb\u6c42\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u670d\u52a1\u6216\u591a\u8bed\u8a00\u80fd\u529b\u7684\u4eba\uff0c\u50cf <a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">\u5927\u8111\u8231\u4eba\u5de5\u667a\u80fd<\/a> \u8fd9\u6837\u7684\u5e73\u53f0\u63d0\u4f9b\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8865\u5145\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u7684\u6280\u80fd\u3002\u6b64\u5916\uff0c\u4e86\u89e3\u7ade\u4e89\u683c\u5c40\uff0c\u5305\u62ec\u6765\u81ea <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a> \u548c <a href=\"https:\/\/www.ibm.com\/cloud\/watson-assistant\/\" target=\"_blank\" rel=\"noopener\">IBM Watson \u52a9\u624b<\/a>, \u7684\u4ea7\u54c1\uff0c\u5e2e\u52a9\u57f9\u8bad\u5e08\u4e86\u89e3\u884c\u4e1a\u6807\u51c6\u548c\u521b\u65b0\u3002<\/p>\n<h2>\u60a8\u80fd\u901a\u8fc7\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u8d5a\u94b1\u5417\uff1f<\/h2>\n<p>\u662f\u7684\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u53c2\u4e0e\u5404\u79cd\u4efb\u52a1\u5982\u6570\u636e\u6807\u6ce8\u3001\u804a\u5929\u673a\u5668\u4eba\u6d4b\u8bd5\u548c\u5bf9\u8bdd\u6570\u636e\u751f\u6210\u6765\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u8d5a\u94b1\u3002\u8fd9\u4e9b\u6d3b\u52a8\u5bf9\u4e8e\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u81f3\u5173\u91cd\u8981\u3002\u50cf Remotasks \u8fd9\u6837\u7684\u5e73\u53f0\u6ce8\u518c\u63d0\u4f9b\u6bcf\u5c0f\u65f6\u6700\u9ad8\u53ef\u8d5a $18\uff0c\u6216\u6bcf\u5468\u7ea6 $720 \u7684\u673a\u4f1a\uff0c\u901a\u8fc7\u6807\u6ce8\u6570\u636e\u3001\u9a8c\u8bc1\u804a\u5929\u673a\u5668\u4eba\u56de\u590d\u548c\u63d0\u4f9b\u804a\u5929\u673a\u5668\u4eba\u4e92\u52a8\u7684\u53cd\u9988\u3002\u8fd9\u4e9b\u5de5\u4f5c\u901a\u5e38\u662f\u8fdc\u7a0b\u548c\u7075\u6d3b\u7684\uff0c\u8ba9\u60a8\u53ef\u4ee5\u81ea\u884c\u5b89\u6392\u65f6\u95f4\uff0c\u540c\u65f6\u4e3a\u66f4\u667a\u80fd\u7684\u4eba\u5de5\u667a\u80fd\u673a\u5668\u4eba\u5f00\u53d1\u505a\u51fa\u8d21\u732e\u3002<\/p>\n<p>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u6d89\u53ca\u610f\u56fe\u5206\u7c7b\u3001\u5b9e\u4f53\u8bc6\u522b\u3001\u5bf9\u8bdd\u6d41\u7a0b\u6d4b\u8bd5\u548c\u589e\u5f3a\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7b49\u57fa\u672c\u4efb\u52a1\u3002\u516c\u53f8\u548c\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u8005\u4f9d\u8d56\u4eba\u7c7b\u57f9\u8bad\u5e08\u6765\u5b8c\u5584\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\uff0c\u4ece\u800c\u6539\u5584\u865a\u62df\u52a9\u624b\u3001\u5ba2\u6237\u670d\u52a1\u673a\u5668\u4eba\u548c\u5bf9\u8bdd\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u8fd9\u4f7f\u5f97\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u6210\u4e3a\u5bf9\u4eba\u5de5\u667a\u80fd\u548c\u81ea\u52a8\u5316\u611f\u5174\u8da3\u7684\u4eba\u7684\u4e00\u4e2a\u6709\u4ef7\u503c\u4e14\u4e0d\u65ad\u589e\u957f\u7684\u9886\u57df\u3002<\/p>\n<p>\u9664\u4e86 Remotasks\uff0c\u5176\u4ed6\u77e5\u540d\u5e73\u53f0\u5982 Appen\u3001Lionbridge \u548c Amazon Mechanical Turk \u4e5f\u63d0\u4f9b\u57f9\u8bad\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u548c\u6570\u636e\u6807\u6ce8\u7684\u6709\u507f\u673a\u4f1a\u3002\u6536\u5165\u56e0\u4efb\u52a1\u7684\u590d\u6742\u6027\u548c\u6570\u91cf\u4ee5\u53ca\u5e73\u53f0\u7279\u5b9a\u7684\u8d39\u7387\u800c\u5f02\u3002\u867d\u7136 Messenger Bot \u662f\u5728 Facebook Messenger \u4e0a\u521b\u5efa\u81ea\u52a8\u5316\u6d88\u606f\u4f53\u9a8c\u7684\u9886\u5148\u5e73\u53f0\uff0c\u4f46\u5b83\u5e76\u4e0d\u76f4\u63a5\u63d0\u4f9b\u6709\u507f\u7684\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u3002\u7136\u800c\uff0c\u638c\u63e1 Messenger Bot \u7684\u4e13\u4e1a\u77e5\u8bc6\u53ef\u4ee5\u589e\u5f3a\u60a8\u5728\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u548c\u6d4b\u8bd5\u89d2\u8272\u4e2d\u7684\u8d44\u683c\u3002<\/p>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u6709\u5174\u8da3\u63a2\u7d22\u5982\u4f55\u6709\u6548\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\u7684\u4eba\uff0c\u8ffd\u6c42 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" title=\"guide to building AI chatbots\">\u5229\u7528\u8fd9\u4e9b\u514d\u8d39\u8d44\u6e90\u53ef\u4ee5\u8ba9\u4f60\u5728<\/a> \u804c\u4e1a\uff0c\u4e86\u89e3 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%b5%81%e7%a8%8b%e6%9e%84%e5%bb%ba%e5%99%a8%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%ae%8c%e7%be%8e%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba\/\" title=\"\u804a\u5929\u673a\u5668\u4eba\u529f\u80fd\u548c\u8d39\u7528\">\u804a\u5929\u673a\u5668\u4eba\u6d41\u7a0b\u6784\u5efa\u5668\u7684\u7ec6\u5fae\u5dee\u522b<\/a> \u548c <a href=\"https:\/\/messengerbot.app\/zh\/%e5%9f%ba%e7%a1%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%95%99%e7%a8%8b%ef%bc%9a%e5%88%9d%e5%ad%a6%e8%80%85%e5%88%9b%e5%bb%ba%e3%80%81%e7%bc%96%e7%a0%81\/\" title=\"\u7f16\u5199\u60a8\u7684\u7b2c\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\">\u7f16\u5199\u60a8\u7684\u7b2c\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba<\/a> \u662f\u975e\u5e38\u6709\u76ca\u7684\u3002<\/p>\n<h3>\u63a2\u7d22\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u8d5a\u94b1\u7684\u673a\u4f1a<\/h3>\n<p>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u63d0\u4f9b\u591a\u79cd\u8d5a\u94b1\u9014\u5f84\uff0c\u5c24\u5176\u662f\u968f\u7740\u5bf9\u719f\u7ec3\u57f9\u8bad\u5e08\u7684\u9700\u6c42\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u666e\u53ca\u800c\u589e\u957f\u3002\u4e3b\u8981\u673a\u4f1a\u5305\u62ec:<\/p>\n<ul>\n<li><strong>\u6570\u636e\u6807\u6ce8\u548c\u6807\u8bb0:<\/strong> \u6807\u6ce8\u5bf9\u8bdd\u6570\u636e\u4ee5\u5e2e\u52a9\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7406\u89e3\u7528\u6237\u610f\u56fe\u548c\u5b9e\u4f53\u662f\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u4e2d\u7684\u57fa\u7840\u4efb\u52a1\u3002\u8fd9\u9879\u5de5\u4f5c\u901a\u5e38\u53ef\u4ee5\u5728\u50cf Remotasks\u3001Appen \u548c Lionbridge \u8fd9\u6837\u7684\u5e73\u53f0\u6ce8\u518c\u4e0a\u627e\u5230\u3002<\/li>\n<li><strong>\u804a\u5929\u673a\u5668\u4eba\u6d4b\u8bd5\u548c\u9a8c\u8bc1:<\/strong> \u6d4b\u8bd5\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u81ea\u7136\u6027\uff0c\u4ee5\u786e\u4fdd\u9ad8\u8d28\u91cf\u7684\u7528\u6237\u4e92\u52a8\u3002\u6d4b\u8bd5\u4eba\u5458\u63d0\u4f9b\u53cd\u9988\u4ee5\u6539\u5584\u5bf9\u8bdd\u6d41\u7a0b\u5e76\u51cf\u5c11\u9519\u8bef\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u6570\u636e\u751f\u6210:<\/strong> \u521b\u5efa\u73b0\u5b9e\u7684\u5bf9\u8bdd\u793a\u4f8b\u6709\u52a9\u4e8e\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5904\u7406\u591a\u6837\u7684\u7528\u6237\u8f93\u5165\u3002\u81ea\u7531\u804c\u4e1a\u8005\u548c\u627f\u5305\u5546\u53ef\u4ee5\u5728\u81ea\u7531\u804c\u4e1a\u5e02\u573a\u548c\u4e13\u95e8\u7684\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u4e0a\u627e\u5230\u8fd9\u6837\u7684\u5de5\u4f5c\u3002<\/li>\n<li><strong>\u81ea\u7531\u804c\u4e1a\u548c\u8fdc\u7a0b\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c:<\/strong> \u8bb8\u591a\u516c\u53f8\u96c7\u4f63\u8fdc\u7a0b\u5de5\u4f5c\u8005\u62c5\u4efb\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u89d2\u8272\uff0c\u63d0\u4f9b\u7075\u6d3b\u6027\u548c\u5728\u4efb\u4f55\u5730\u65b9\u5de5\u4f5c\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u89d2\u8272\u901a\u5e38\u8981\u6c42\u719f\u6089\u4eba\u5de5\u667a\u80fd\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u5177\u548c\u5e73\u53f0\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u5229\u7528\u8fd9\u4e9b\u673a\u4f1a\uff0c\u60a8\u53ef\u4ee5\u5efa\u7acb\u53ef\u6301\u7eed\u7684\u6536\u5165\u6765\u6e90\uff0c\u540c\u65f6\u4e3a\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u6280\u672f\u7684\u53d1\u5c55\u505a\u51fa\u8d21\u732e\u3002\u4e3a\u4e86\u52a0\u6df1\u60a8\u7684\u6280\u80fd\uff0c\u8003\u8651\u63a2\u7d22\u6709\u5173 <a href=\"https:\/\/messengerbot.app\/zh\/%e5%88%9b%e5%bb%ba%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%85%8d%e8%b4%b9%e6%8c%87%e5%8d%97%ef%bc%9a%e6%9e%84%e5%bb%ba%e6%97%a0%e9%9c%80%e8%b4%b9%e7%94%a8%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba\/\" title=\"\u514d\u8d39\u804a\u5929\u673a\u5668\u4eba\u521b\u5efa\u6307\u5357\">\u514d\u8d39\u521b\u5efa\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u7684\u8d44\u6e90<\/a> \u5e76\u7406\u89e3 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%a2%e7%b4%a2%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%9c%a8%e7%8e%b0%e5%ae%9e%e7%94%9f%e6%b4%bb%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%e3%80%81%e5%a5%bd\/\" title=\"AI\u804a\u5929\u673a\u5668\u4eba\u7528\u9014\u548c\u597d\u5904\u7684\u6587\u7ae0\">\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u804a\u5929\u673a\u5668\u4eba\u5e94\u7528<\/a>.<\/p>\n<h3>\u8fdc\u7a0b\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u548c\u81ea\u7531\u804c\u4e1a\u9009\u9879<\/h3>\n<p>\u8fdc\u7a0b\u5de5\u4f5c\u7684\u5174\u8d77\u6269\u5927\u4e86 <em>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em> \u4e13\u6ce8\u4e8e\u4eba\u5de5\u667a\u80fd\u673a\u5668\u4eba\u57f9\u8bad\u7684\u81ea\u7531\u804c\u4e1a\u804c\u4f4d\u7684\u53ef\u7528\u6027\u3002\u8bb8\u591a\u516c\u53f8\u5c06\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u4efb\u52a1\u5916\u5305\u7ed9\u53ef\u4ee5\u5728\u5bb6\u8fdb\u884c\u6570\u636e\u6807\u6ce8\u3001\u5bf9\u8bdd\u6d4b\u8bd5\u548c\u804a\u5929\u673a\u5668\u4eba\u6d41\u7a0b\u4f18\u5316\u7684\u8fdc\u7a0b\u5de5\u4f5c\u4eba\u5458\u3002<\/p>\n<p>\u63d0\u4f9b\u8fdc\u7a0b\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u7684\u70ed\u95e8\u5e73\u53f0\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>Remotasks\uff1a<\/strong> \u4ee5\u7075\u6d3b\u4e14\u62a5\u916c\u4e30\u539a\u7684\u4e0e\u4eba\u5de5\u667a\u80fd\u57f9\u8bad\u76f8\u5173\u7684\u4efb\u52a1\u800c\u95fb\u540d\uff0c\u5305\u62ec\u804a\u5929\u673a\u5668\u4eba\u6570\u636e\u6ce8\u91ca\u548c\u9a8c\u8bc1\u3002<\/li>\n<li><strong>Appen\uff1a<\/strong> \u63d0\u4f9b\u591a\u79cd\u4eba\u5de5\u667a\u80fd\u57f9\u8bad\u5de5\u4f5c\uff0c\u5305\u62ec\u9700\u8981\u4eba\u7c7b\u57f9\u8bad\u5e08\u6765\u6539\u5584\u804a\u5929\u673a\u5668\u4eba\u4e92\u52a8\u7684\u5bf9\u8bdd\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u3002<\/li>\n<li><strong>Lionbridge AI\uff1a<\/strong> \u63d0\u4f9b\u5168\u7403\u8303\u56f4\u7684\u4eba\u5de5\u667a\u80fd\u57f9\u8bad\u5de5\u4f5c\u673a\u4f1a\uff0c\u5305\u62ec\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u3002<\/li>\n<li><strong>\u4e9a\u9a6c\u900a\u673a\u68b0\u571f\u8033\u5176\uff1a<\/strong> \u627f\u63a5\u4e0e\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u76f8\u5173\u7684\u5fae\u4efb\u52a1\uff0c\u5982\u6807\u6ce8\u548c\u6d4b\u8bd5\uff0c\u9002\u5408\u5bfb\u6c42\u7075\u6d3b\u5de5\u4f5c\u7684\u81ea\u7531\u804c\u4e1a\u8005\u3002<\/li>\n<\/ul>\n<p>\u8981\u5728\u8fd9\u4e9b\u89d2\u8272\u4e2d\u53d6\u5f97\u6210\u529f\uff0c\u91cd\u8981\u7684\u662f\u8981\u53d1\u5c55\u4ee5\u4e0b\u6280\u80fd\uff1a <a href=\"https:\/\/messengerbot.app\/zh\/%e7%90%86%e8%a7%a3%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%ba%92%e5%8a%a8%ef%bc%8c%e6%8e%a2%e7%b4%a2%e7%b1%bb%e5%9e%8b%e3%80%81%e7%a4%ba%e4%be%8b%e4%bb%a5%e5%8f%8a%e4%ba%ba%e5%b7%a5%e6%99%ba\/\" title=\"\u804a\u5929\u673a\u5668\u4eba\u4ea4\u4e92\u89e3\u91ca\">\u804a\u5929\u673a\u5668\u4eba\u4e92\u52a8<\/a> \u548c <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%af%b9%e8%af%9d%e6%b5%81%e7%a8%8b%ef%bc%9a%e6%97%a0%e7%bc%9d%e7%94%a8%e6%88%b7%e4%ba%92%e5%8a%a8%e7%9a%84%e5%85%a8%e9%9d%a2%e7%a4%ba\/\" title=\"\u804a\u5929\u673a\u5668\u4eba\u5bf9\u8bdd\u6d41\u7a0b\u6307\u5357\">\u638c\u63e1\u804a\u5929\u673a\u5668\u4eba\u5bf9\u8bdd\u6d41\u7a0b<\/a>\u3002\u719f\u6089\u50cf <a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener noreferrer\">\u5927\u8111\u8231\u4eba\u5de5\u667a\u80fd<\/a> \u548c <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener noreferrer\">OpenAI<\/a> \u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u4e5f\u53ef\u4ee5\u589e\u5f3a\u60a8\u5728\u9ad8\u7ea7\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u89d2\u8272\u4e2d\u7684\u8d44\u683c\u3002<\/p>\n<p>\u65e0\u8bba\u60a8\u662f\u5728\u5bfb\u627e\u5168\u804c\u5de5\u4f5c <em>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em> \u8fd8\u662f\u81ea\u7531\u804c\u4e1a\uff0c\u8fd9\u4e9b\u8fdc\u7a0b\u673a\u4f1a\u90fd\u63d0\u4f9b\u4e86\u4e00\u79cd\u5b9e\u9645\u7684\u65b9\u5f0f\u6765\u5c06\u60a8\u5728 <em>\u57f9\u8bad\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba<\/em> \u65b9\u9762\u7684\u4e13\u4e1a\u77e5\u8bc6\u8d27\u5e01\u5316\uff0c\u540c\u65f6\u4e3a\u5bf9\u8bdd\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u505a\u51fa\u8d21\u732e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/04\/ai-chatbot-training-408451.avif\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>\u6211\u53ef\u4ee5\u7528\u81ea\u5df1\u7684\u6570\u636e\u8bad\u7ec3ChatGPT\u5417\uff1f<\/h2>\n<p>\u7528\u81ea\u5df1\u7684\u6570\u636e\u8bad\u7ec3ChatGPT\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u65b9\u5f0f\uff0c\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u9ad8\u5ea6\u5b9a\u5236\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u4f7f\u5176\u7406\u89e3\u60a8\u7684\u7279\u5b9a\u9886\u57df\u3001\u672f\u8bed\u548c\u7528\u6237\u9700\u6c42\u3002\u65e0\u8bba\u60a8\u662f\u60f3\u589e\u5f3a\u5ba2\u6237\u652f\u6301\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7a0b\uff0c\u8fd8\u662f\u63d0\u4f9b\u91cf\u8eab\u5b9a\u5236\u7684\u5efa\u8bae\uff0c\u7528\u4e13\u6709\u6570\u636e\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\u663e\u8457\u63d0\u9ad8\u4e86\u5176\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u6709\u51e0\u79cd\u6709\u6548\u7684\u65b9\u6cd5\u53ef\u4ee5\u4f7f\u7528\u60a8\u81ea\u5df1\u7684\u6570\u636e\u96c6\u8bad\u7ec3\u50cfChatGPT\u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u6bcf\u79cd\u65b9\u6cd5\u9002\u5408\u4e0d\u540c\u6c34\u5e73\u7684\u6280\u672f\u4e13\u957f\u548c\u5b9a\u5236\u9700\u6c42\u3002<\/p>\n<h3>\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\u7684\u65b9\u6cd5<\/h3>\n<p>\u901a\u8fc7 <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI\u7684GPT Builder<\/a>\uff0c\u8bad\u7ec3ChatGPT\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u4e4b\u4e00\u3002\u8fd9\u4e2a\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\uff0c\u9762\u5411Plus\u548cEnterprise\u8ba2\u9605\u8005\uff0c\u901a\u8fc7chat.openai.com\u63d0\u4f9b\uff0c\u5141\u8bb8\u60a8\u4e0a\u4f20\u6587\u6863\u3001PDF\u3001\u7f51\u9875\u6216\u5e38\u89c1\u95ee\u9898\uff0c\u4ee5\u521b\u5efa\u81ea\u5b9a\u4e49\u7684GPT\u6a21\u578b\u3002\u60a8\u53ef\u4ee5\u5b9a\u4e49\u804a\u5929\u673a\u5668\u4eba\u7684\u76ee\u7684\uff0c\u5e76\u6307\u793a\u5b83\u5982\u4f55\u89e3\u91ca\u60a8\u7684\u6570\u636e\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u7f16\u7801\u6280\u80fd\u3002\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528OpenAI\u7684\u57fa\u7840\u8bbe\u65bd\u6765\u5fae\u8c03\u54cd\u5e94\uff0c\u4f7f\u60a8\u7684\u804a\u5929\u673a\u5668\u4eba\u66f4\u76f8\u5173\u3001\u66f4\u51c6\u786e\uff0c\u9002\u5408\u60a8\u7684\u7279\u5b9a\u7528\u4f8b\u3002<\/p>\n<p>\u5bf9\u4e8e\u6709\u7f16\u7a0b\u7ecf\u9a8c\u7684\u4eba\uff0cOpenAI \u7684 API \u63d0\u4f9b\u4e86\u5fae\u8c03\u80fd\u529b\uff0c\u60a8\u53ef\u4ee5\u51c6\u5907\u4e00\u4e2a\u683c\u5f0f\u5316\u4e3a\u63d0\u793a-\u5b8c\u6210\u5bf9\u7684\u6807\u8bb0\u6570\u636e\u96c6\u3002\u4f7f\u7528\u5fae\u8c03 API\uff0c\u60a8\u53ef\u4ee5\u8bad\u7ec3\u4e00\u4e2a\u9488\u5bf9\u60a8\u9886\u57df\u7684\u8bed\u8a00\u548c\u98ce\u683c\u91cf\u8eab\u5b9a\u5236\u7684\u6a21\u578b\u53d8\u4f53\uff0c\u8c03\u6574\u8bed\u6c14\u548c\u54cd\u5e94\u7684\u5177\u4f53\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u9700\u8981\u6570\u636e\u9884\u5904\u7406\u5e76\u9075\u5faa OpenAI \u7684\u6570\u636e\u653f\u7b56\uff0c\u4f46\u53ef\u4ee5\u63d0\u4f9b\u66f4\u6df1\u5c42\u6b21\u7684\u5b9a\u5236\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u50cf Denser.ai \u548c Chatbase \u8fd9\u6837\u7684\u4e13\u4e1a\u7b2c\u4e09\u65b9\u5e73\u53f0\u63d0\u4f9b\u65e0\u4ee3\u7801\u6216\u4f4e\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\uff0c\u4ee5\u5728\u60a8\u7684\u81ea\u5b9a\u4e49\u6570\u636e\u4e0a\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\u3002\u8fd9\u4e9b\u5e73\u53f0\u652f\u6301\u5404\u79cd\u6587\u4ef6\u7c7b\u578b\uff0c\u5e76\u63d0\u4f9b\u610f\u56fe\u8bc6\u522b\u548c\u5206\u6790\u7b49\u529f\u80fd\uff0c\u7b80\u5316\u4e86\u5728\u6ca1\u6709\u6df1\u539a AI \u4e13\u4e1a\u77e5\u8bc6\u7684\u60c5\u51b5\u4e0b\u90e8\u7f72 AI \u804a\u5929\u673a\u5668\u4eba\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u5bf9\u4e8e\u5bfb\u6c42\u9ad8\u7ea7\u96c6\u6210\u7684\u5f00\u53d1\u4eba\u5458\uff0c\u5f00\u6e90\u7684 LangChain \u6846\u67b6\u4f7f\u60a8\u80fd\u591f\u5c06\u6570\u636e\u6e90\u2014\u2014\u6570\u636e\u5e93\u3001\u6587\u6863\u6216 API\u2014\u2014\u8fde\u63a5\u5230\u57fa\u4e8e GPT \u7684\u804a\u5929\u673a\u5668\u4eba\u3002LangChain \u652f\u6301\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7ba1\u9053\uff0c\u5b9e\u65f6\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u63d0\u9ad8\u804a\u5929\u673a\u5668\u4eba\u7684\u51c6\u786e\u6027\u548c\u5bf9\u52a8\u6001\u6570\u636e\u96c6\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u3002<\/p>\n<p>\u901a\u8fc7\u63a2\u7d22\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u60a8\u53ef\u4ee5\u6709\u6548\u5730\u8bad\u7ec3\u7b26\u5408\u60a8\u4e1a\u52a1\u9700\u6c42\u7684 AI \u804a\u5929\u673a\u5668\u4eba\uff0c\u63d0\u9ad8\u7528\u6237\u53c2\u4e0e\u5ea6\u548c\u8fd0\u8425\u6548\u7387\u3002\u8981\u5168\u9762\u4e86\u89e3\u6784\u5efa\u548c\u5b9a\u5236 AI \u804a\u5929\u673a\u5668\u4eba\u7684\u8fc7\u7a0b\uff0c\u8bf7\u8003\u8651\u67e5\u770b\u6211\u4eec\u7684 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" target=\"_blank\" rel=\"noopener\">guide to building AI chatbots<\/a> \u548c <a href=\"https:\/\/messengerbot.app\/zh\/%e5%9f%ba%e7%a1%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%95%99%e7%a8%8b%ef%bc%9a%e5%88%9d%e5%ad%a6%e8%80%85%e5%88%9b%e5%bb%ba%e3%80%81%e7%bc%96%e7%a0%81\/\" target=\"_blank\" rel=\"noopener\">\u521d\u5b66\u8005AI\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b<\/a>.<\/p>\n<h3>AI \u673a\u5668\u4eba\u8bad\u7ec3\u4e2d\u7684\u9650\u5236\u548c\u6700\u4f73\u5b9e\u8df5<\/h3>\n<p>\u867d\u7136\u4f7f\u7528\u60a8\u81ea\u5df1\u7684\u6570\u636e\u8bad\u7ec3 AI \u804a\u5929\u673a\u5668\u4eba\u5e26\u6765\u4e86\u663e\u8457\u7684\u597d\u5904\uff0c\u4f46\u4e5f\u4f34\u968f\u7740\u91cd\u8981\u7684\u9650\u5236\u548c\u6700\u4f73\u5b9e\u8df5\uff0c\u4ee5\u786e\u4fdd\u6700\u4f73\u6027\u80fd\u548c\u5408\u89c4\u6027\u3002<\/p>\n<ul>\n<li><strong>\u6570\u636e\u8d28\u91cf\u548c\u51c6\u5907\uff1a<\/strong> \u9ad8\u8d28\u91cf\u3001\u6807\u8bb0\u826f\u597d\u7684\u6570\u636e\u96c6\u5bf9\u4e8e\u6709\u6548\u8bad\u7ec3\u81f3\u5173\u91cd\u8981\u3002\u4e0d\u51c6\u786e\u6216\u4e0d\u4e00\u81f4\u7684\u6570\u636e\u53ef\u80fd\u5bfc\u81f4\u804a\u5929\u673a\u5668\u4eba\u54cd\u5e94\u4e0d\u4f73\u3002\u5c06\u6570\u636e\u51c6\u5907\u4e3a\u6e05\u6670\u7684\u63d0\u793a-\u5b8c\u6210\u5bf9\u6216\u7ed3\u6784\u5316\u6587\u6863\u53ef\u4ee5\u6539\u5584\u8bad\u7ec3\u7ed3\u679c\u3002<\/li>\n<li><strong>\u9690\u79c1\u548c\u5408\u89c4\u6027\uff1a<\/strong> \u5728\u8bad\u7ec3 AI \u804a\u5929\u673a\u5668\u4eba\u65f6\uff0c\u5c24\u5176\u662f\u4f7f\u7528\u654f\u611f\u6216\u4e2a\u4eba\u6570\u636e\u65f6\uff0c\u9075\u5b88\u6570\u636e\u4fdd\u62a4\u6cd5\u89c4\uff08\u5982 GDPR \u6216 CCPA\uff09\u81f3\u5173\u91cd\u8981\u3002\u786e\u4fdd\u60a8\u7684\u6570\u636e\u5904\u7406\u5b9e\u8df5\u5c0a\u91cd\u7528\u6237\u9690\u79c1\u548c\u6cd5\u5f8b\u8981\u6c42\u3002<\/li>\n<li><strong>\u6a21\u578b\u9650\u5236\uff1a<\/strong> \u5373\u4f7f\u7ecf\u8fc7\u5b9a\u5236\u8bad\u7ec3\uff0cAI \u804a\u5929\u673a\u5668\u4eba\u5728\u7406\u89e3\u590d\u6742\u6216\u6a21\u7cca\u67e5\u8be2\u65b9\u9762\u4ecd\u7136\u5b58\u5728\u5c40\u9650\u6027\u3002\u6301\u7eed\u76d1\u63a7\u548c\u66f4\u65b0\u8bad\u7ec3\u6570\u636e\u6709\u52a9\u4e8e\u4fdd\u6301\u804a\u5929\u673a\u5668\u4eba\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li><strong>\u8d44\u6e90\u8003\u8651\uff1a<\/strong> \u5fae\u8c03\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u8d44\u6e90\u5bc6\u96c6\uff0c\u5e76\u53ef\u80fd\u9700\u8981\u663e\u8457\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u4f7f\u7528\u50cf OpenAI \u7684 GPT Builder \u6216\u7b2c\u4e09\u65b9\u670d\u52a1\u7b49\u5e73\u53f0\u53ef\u4ee5\u901a\u8fc7\u5229\u7528\u4e91\u57fa\u7840\u8bbe\u65bd\u6765\u51cf\u8f7b\u8fd9\u4e9b\u9700\u6c42\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u548c\u9a8c\u8bc1\uff1a<\/strong> \u5bf9\u8bad\u7ec3\u540e\u7684\u804a\u5929\u673a\u5668\u4eba\u8fdb\u884c\u4e25\u683c\u6d4b\u8bd5\u662f\u5fc5\u8981\u7684\uff0c\u4ee5\u8bc6\u522b\u54cd\u5e94\u4e2d\u7684\u5dee\u8ddd\u3001\u504f\u89c1\u6216\u9519\u8bef\u3002\u8fed\u4ee3\u8bad\u7ec3\u548c\u9a8c\u8bc1\u5468\u671f\u53ef\u4ee5\u63d0\u9ad8\u804a\u5929\u673a\u5668\u4eba\u7684\u53ef\u9760\u6027\u548c\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u9075\u5faa\u8fd9\u4e9b\u6700\u4f73\u5b9e\u8df5\u53ef\u4ee5\u786e\u4fdd\u60a8\u7684 AI \u804a\u5929\u673a\u5668\u4eba\u8bad\u7ec3\u5de5\u4f5c\u4ea7\u751f\u4e00\u4e2a\u5f3a\u5927\u3001\u9ad8\u6548\u4e14\u7528\u6237\u53cb\u597d\u7684\u5bf9\u8bdd\u4ee3\u7406\u3002\u6709\u5173\u804a\u5929\u673a\u5668\u4eba\u529f\u80fd\u548c\u6210\u672c\u7684\u8be6\u7ec6\u89c1\u89e3\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u7684 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%b5%81%e7%a8%8b%e6%9e%84%e5%bb%ba%e5%99%a8%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%ae%8c%e7%be%8e%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba\/\" target=\"_blank\" rel=\"noopener\">\u804a\u5929\u673a\u5668\u4eba\u6d41\u7a0b\u6784\u5efa\u6307\u5357<\/a>, \u5e76\u8981\u4e86\u89e3 AI \u804a\u5929\u673a\u5668\u4eba\u5982\u4f55\u4f7f\u60a8\u7684\u4e1a\u52a1\u53d7\u76ca\uff0c\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684\u9875\u9762 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%a2%e7%b4%a2%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%9c%a8%e7%8e%b0%e5%ae%9e%e7%94%9f%e6%b4%bb%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%e3%80%81%e5%a5%bd\/\" target=\"_blank\" rel=\"noopener\">AI\u804a\u5929\u673a\u5668\u4eba\u7528\u9014\u548c\u597d\u5904\u7684\u6587\u7ae0<\/a>.<\/p>\n<h2>\u8bad\u7ec3 AI \u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f<\/h2>\n<p>\u6240\u9700\u7684\u65f6\u95f4 <strong>AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad<\/strong> \u56e0\u591a\u4e2a\u5173\u952e\u56e0\u7d20\u800c\u5f02\uff0c\u5305\u62ec\u804a\u5929\u673a\u5668\u4eba\u7684\u590d\u6742\u6027\u3001\u4f7f\u7528\u7684\u6280\u672f\u3001\u529f\u80fd\u8303\u56f4\u4ee5\u53ca\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\u3002\u5bf9\u4e8e\u57fa\u4e8e\u9884\u5b9a\u4e49\u811a\u672c\u548c\u51b3\u7b56\u6811\u8fd0\u884c\u7684\u7b80\u5355\u89c4\u5219\u804a\u5929\u673a\u5668\u4eba\uff0c\u5f00\u53d1\u548c\u90e8\u7f72\u8fc7\u7a0b\u53ef\u4ee5\u5728\u51e0\u5929\u5230\u51e0\u5468\u5185\u5b8c\u6210\u3002\u8fd9\u4e9b\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u7684\u8bad\u7ec3\u5f88\u5c11\uff0c\u56e0\u4e3a\u5b83\u4eec\u9075\u5faa\u56fa\u5b9a\u7684\u54cd\u5e94\u6a21\u5f0f\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u5229\u7528\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u6df1\u5ea6\u5b66\u4e60\u7684 AI \u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u663e\u8457\u66f4\u957f\u7684\u8bad\u7ec3\u65f6\u95f4\u3002\u8fd9\u6d89\u53ca\u6536\u96c6\u548c\u9884\u5904\u7406\u5927\u91cf\u6570\u636e\u96c6\u3001\u9009\u62e9\u548c\u8c03\u6574\u6a21\u578b\uff0c\u4ee5\u53ca\u8fdb\u884c\u8fed\u4ee3\u6d4b\u8bd5\u548c\u6539\u8fdb\u3002\u6839\u636e\u9879\u76ee\u7684\u4e0d\u540c\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u6301\u7eed\u51e0\u5468\u5230\u51e0\u4e2a\u6708\u3002<\/p>\n<p>\u5f71\u54cd\u6301\u7eed\u65f6\u95f4\u7684\u5173\u952e\u56e0\u7d20\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u6536\u96c6\u548c\u51c6\u5907\uff1a<\/strong> \u83b7\u53d6\u591a\u6837\u5316\u7684\u9ad8\u8d28\u91cf\u5bf9\u8bdd\u6570\u636e\u81f3\u5173\u91cd\u8981\u3002\u6570\u636e\u96c6\u8d8a\u5168\u9762\u3001\u6ce8\u91ca\u8d8a\u597d\uff0c\u804a\u5929\u673a\u5668\u4eba\u7684\u7406\u89e3\u548c\u54cd\u5e94\u80fd\u529b\u5c31\u8d8a\u5f3a\uff0c\u4f46\u8fd9\u4e00\u6b65\u53ef\u80fd\u8017\u65f6\u8f83\u957f\u3002<\/li>\n<li><strong>\u6a21\u578b\u9009\u62e9\u548c\u8bad\u7ec3\uff1a<\/strong> \u9009\u62e9\u5408\u9002\u7684 NLP \u6a21\u578b\uff0c\u5982\u57fa\u4e8e\u53d8\u6362\u5668\u7684\u67b6\u6784\uff08\u5982 GPT \u6216 BERT\uff09\uff0c\u5e76\u5728\u7279\u5b9a\u9886\u57df\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u3002<\/li>\n<li><strong>\u96c6\u6210\u4e0e\u5b9a\u5236\uff1a<\/strong> \u5c06\u804a\u5929\u673a\u5668\u4eba\u5d4c\u5165\u5230\u7f51\u7ad9\u3001\u79fb\u52a8\u5e94\u7528\u6216\u6d88\u606f\u670d\u52a1\u7b49\u5e73\u53f0\uff0c\u5e76\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u8c03\u6574\u5176\u884c\u4e3a\u53ef\u80fd\u4f1a\u5ef6\u957f\u65f6\u95f4\u8868\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u548c\u8fed\u4ee3\uff1a<\/strong> \u5bf9\u51c6\u786e\u6027\u3001\u7528\u6237\u4f53\u9a8c\u548c\u5904\u7406\u8fb9\u7f18\u6848\u4f8b\u7684\u6301\u7eed\u8bc4\u4f30\u6d89\u53ca\u591a\u4e2a\u5f00\u53d1\u5468\u671f\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c\u521b\u5efa\u4e00\u4e2a\u590d\u6742\u7684 AI \u804a\u5929\u673a\u5668\u4eba\u7528\u4e8e\u5ba2\u6237\u652f\u6301\uff0c\u80fd\u591f\u5904\u7406\u7ec6\u5fae\u7684\u67e5\u8be2\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u54cd\u5e94\uff0c\u53ef\u80fd\u9700\u8981 3 \u5230 6 \u4e2a\u6708\u6216\u66f4\u957f\u65f6\u95f4\u3002\u76f8\u53cd\uff0c\u5728 Facebook Messenger \u7b49\u5e73\u53f0\u4e0a\u90e8\u7f72\u4e00\u4e2a\u5177\u6709\u57fa\u672c\u81ea\u52a8\u56de\u590d\u7684 Messenger Bot \u53ef\u4ee5\u5728\u51e0\u5468\u5185\u5b8c\u6210\uff0c\u7279\u522b\u662f\u4f7f\u7528\u9884\u6784\u5efa\u7684\u6846\u67b6\u6216\u5e73\u53f0\u65f6\u3002 <a href=\"https:\/\/messengerbot.app\/zh\/\" target=\"_blank\" rel=\"noopener\">\u901a\u8baf\u673a\u5668\u4eba<\/a>.<\/p>\n<p>\u8fc1\u79fb\u5b66\u4e60\u548c\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u8fdb\u6b65\u52a0\u901f\u4e86\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u5fae\u8c03\u73b0\u6709\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u3002\u7136\u800c\uff0c\u5b9e\u73b0\u81ea\u7136\u7684\u5bf9\u8bdd\u6d41\u548c\u9ad8\u51c6\u786e\u6027\u4ecd\u7136\u9700\u8981\u4ed8\u51fa\u5927\u91cf\u52aa\u529b\u3002<\/p>\n<p>\u6743\u5a01\u6765\u6e90\u5982 <a href=\"https:\/\/www.ibm.com\/cloud\/watson-assistant\/\" target=\"_blank\" rel=\"noopener\">IBM Watson \u52a9\u624b<\/a> \u548c\u5fae\u8f6fAzure\u8ba4\u77e5\u670d\u52a1\u5f3a\u8c03\uff0c\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u7684\u65f6\u95f4\u8868\u56e0\u9879\u76ee\u8303\u56f4\u800c\u5f02\u3002Gartner\u62a5\u544a\u5efa\u8bae\u4e3a\u5168\u9762\u7684AI\u804a\u5929\u673a\u5668\u4eba\u9879\u76ee\u5206\u914d\u51e0\u4e2a\u6708\u7684\u65f6\u95f4\uff0c\u4ee5\u786e\u4fdd\u6709\u6548\u7684\u8bad\u7ec3\u3001\u96c6\u6210\u548c\u90e8\u7f72\u3002<\/p>\n<p>\u603b\u4e4b\uff0c <strong>training a chatbot<\/strong> \u4ece\u7b80\u5355\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u673a\u5668\u4eba\u5230\u5148\u8fdb\u7684AI\u9a71\u52a8\u804a\u5929\u673a\u5668\u4eba\uff0c\u5f00\u53d1\u65f6\u95f4\u53ef\u4ee5\u4ece\u51e0\u5929\u5230\u51e0\u4e2a\u6708\u4e0d\u7b49\uff0c\u65f6\u95f4\u8868\u53d7\u5230\u6570\u636e\u8d28\u91cf\u3001\u6a21\u578b\u590d\u6742\u6027\u3001\u96c6\u6210\u8981\u6c42\u548c\u8fed\u4ee3\u6d4b\u8bd5\u7684\u5f71\u54cd\u3002<\/p>\n<h3>\u5f71\u54cdAI\u804a\u5929\u673a\u5668\u4eba\u8bad\u7ec3\u65f6\u957f\u7684\u56e0\u7d20<\/h3>\n<p>\u7406\u89e3\u5f71\u54cd\u8bad\u7ec3\u65f6\u957f\u7684\u53d8\u91cf\u5bf9\u4e8e\u89c4\u5212\u548c\u7ba1\u7406\u4efb\u4f55\u804a\u5929\u673a\u5668\u4eba\u8bad\u7ec3\u5de5\u4f5c\u7684\u671f\u671b\u81f3\u5173\u91cd\u8981\u3002\u4e3b\u8981\u56e0\u7d20\u5305\u62ec\uff1a <strong>\u8bad\u7ec3AI\u804a\u5929\u673a\u5668\u4eba<\/strong> is crucial for planning and managing expectations in any chatbot training job. The primary factors include:<\/p>\n<ul>\n<li><strong>\u804a\u5929\u673a\u5668\u4eba\u7684\u590d\u6742\u6027\uff1a<\/strong> \u4e0e\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u7406\u89e3\u548c\u751f\u6210\u7c7b\u4eba\u54cd\u5e94\u7684AI\u804a\u5929\u673a\u5668\u4eba\u76f8\u6bd4\uff0c\u7b80\u5355\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u804a\u5929\u673a\u5668\u4eba\u6240\u9700\u65f6\u95f4\u66f4\u5c11\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\uff1a<\/strong> \u9ad8\u8d28\u91cf\u7684\u6807\u6ce8\u6570\u636e\u96c6\u63d0\u9ad8\u4e86\u8bad\u7ec3\u6548\u7387\uff0c\u4f46\u9700\u8981\u5927\u91cf\u65f6\u95f4\u6765\u6536\u96c6\u548c\u51c6\u5907\u3002\u4e0d\u5145\u5206\u6216\u4f4e\u8d28\u91cf\u7684\u6570\u636e\u53ef\u80fd\u4f1a\u5ef6\u957f\u8bad\u7ec3\u65f6\u95f4\u5e76\u964d\u4f4e\u804a\u5929\u673a\u5668\u4eba\u7684\u6027\u80fd\u3002<\/li>\n<li><strong>\u6a21\u578b\u67b6\u6784\uff1a<\/strong> \u50cfGPT-4\u6216BERT\u8fd9\u6837\u7684\u9ad8\u7ea7\u6a21\u578b\u76f8\u6bd4\u4e8e\u7b80\u5355\u7b97\u6cd5\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u66f4\u957f\u7684\u8bad\u7ec3\u65f6\u95f4\u3002<\/li>\n<li><strong>\u5b9a\u5236\u548c\u96c6\u6210\uff1a<\/strong> \u5c06\u804a\u5929\u673a\u5668\u4eba\u5b9a\u5236\u4e3a\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\uff0c\u5e76\u4e0e\u7f51\u7ad9\u3001\u793e\u4ea4\u5a92\u4f53\u6216CRM\u7cfb\u7edf\u7b49\u5e73\u53f0\u96c6\u6210\uff0c\u4f1a\u589e\u52a0\u5f00\u53d1\u65f6\u95f4\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u548c\u4f18\u5316\uff1a<\/strong> \u4e25\u683c\u7684\u6d4b\u8bd5\u4ee5\u786e\u4fdd\u51c6\u786e\u6027\u3001\u5904\u7406\u8fb9\u7f18\u6848\u4f8b\u548c\u6539\u5584\u7528\u6237\u4f53\u9a8c\u9700\u8981\u591a\u6b21\u8fed\u4ee3\uff0c\u4ece\u800c\u5ef6\u957f\u6574\u4f53\u8bad\u7ec3\u5468\u671f\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u6709\u5174\u8da3 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u521b\u5efa\u81ea\u5df1\u7684 AI \u804a\u5929\u673a\u5668\u4eba<\/a>\u7406\u89e3\u8fd9\u4e9b\u56e0\u7d20\u6709\u52a9\u4e8e\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u548c\u5de5\u5177\uff0c\u4ee5\u6709\u6548\u4f18\u5316\u8bad\u7ec3\u65f6\u957f\u3002<\/p>\n<h3>\u5feb\u901f\u8bad\u7ec3AI\u804a\u5929\u673a\u5668\u4eba\u7684\u9ad8\u6548\u7b56\u7565<\/h3>\n<p>\u4e3a\u4e86\u52a0\u901f <strong>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/strong> \u800c\u4e0d\u5f71\u54cd\u8d28\u91cf\uff0c\u53ef\u4ee5\u91c7\u7528\u51e0\u79cd\u7b56\u7565\uff1a<\/p>\n<ul>\n<li><strong>\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff1a<\/strong> \u5229\u7528\u6765\u81eaOpenAI\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08<a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI\u5b98\u65b9\u7f51\u7ad9<\/a>\uff09\u6216Brain Pod AI\uff08<a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI \u5e73\u53f0<\/a>\uff09\u53ef\u4ee5\u5fae\u8c03\u73b0\u6709\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u4ece\u800c\u663e\u8457\u51cf\u5c11\u65f6\u95f4\u3002<\/li>\n<li><strong>\u4f7f\u7528\u81ea\u52a8\u5316\u6570\u636e\u6807\u6ce8\u5de5\u5177\uff1a<\/strong> \u4f7f\u7528\u81ea\u52a8\u5316\u6570\u636e\u6807\u6ce8\u5de5\u5177\u53ef\u4ee5\u52a0\u5feb\u51c6\u5907\u9636\u6bb5\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5feb\u7684\u8bad\u7ec3\u5468\u671f\u3002<\/li>\n<li><strong>\u5b9e\u65bd\u589e\u91cf\u8bad\u7ec3\uff1a<\/strong> \u4ece\u4e00\u4e2a\u6700\u5c0f\u53ef\u884c\u7684\u804a\u5929\u673a\u5668\u4eba\u5f00\u59cb\uff0c\u9010\u6b65\u6dfb\u52a0\u529f\u80fd\u548c\u6570\u636e\uff0c\u8fd9\u6709\u52a9\u4e8e\u66f4\u5feb\u5730\u90e8\u7f72\u5e76\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4e0d\u65ad\u6539\u8fdb\u3002<\/li>\n<li><strong>\u5229\u7528\u9ad8\u6548\u7684\u804a\u5929\u673a\u5668\u4eba\u8bad\u7ec3\u5e73\u53f0\uff1a<\/strong> \u50cfMessenger Bot\u8fd9\u6837\u7684\u5e73\u53f0\u63d0\u4f9b\u7b80\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\u548c\u96c6\u6210\uff0c\u51cf\u5c11\u8bbe\u7f6e\u548c\u8bad\u7ec3\u65f6\u95f4\uff0c\u4f7f\u5f97\u66f4\u5bb9\u6613 <a href=\"https:\/\/messengerbot.app\/zh\/%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8-messenger-bot-%e5%9c%a8%e4%b8%8d%e5%88%b0-10-%e5%88%86%e9%92%9f%e7%9a%84%e6%97%b6%e9%97%b4%e5%86%85%e8%ae%be%e7%bd%ae%e6%82%a8%e7%9a%84%e7%ac%ac%e4%b8%80%e4%b8%aa\/\" target=\"_blank\" rel=\"noopener\">\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba<\/a> \u5feb\u901f.<\/li>\n<li><strong>\u4e13\u6ce8\u4e8e\u660e\u786e\u7684\u7528\u4f8b\uff1a<\/strong> \u5b9a\u4e49\u7279\u5b9a\u7684\u804a\u5929\u673a\u5668\u4eba\u529f\u80fd\u548c\u7528\u6237\u610f\u56fe\u53ef\u4ee5\u7f29\u5c0f\u57f9\u8bad\u8303\u56f4\uff0c\u4ece\u800c\u52a0\u5feb\u5f00\u53d1\u548c\u90e8\u7f72\u7684\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u91c7\u7528\u8fd9\u4e9b\u7b56\u7565\u53ef\u4ee5\u5e2e\u52a9\u90a3\u4e9b\u8ffd\u6c42 <strong>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong> \u6216\u7ba1\u7406 <strong>AI\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong> \u7684\u4eba\u9ad8\u6548\u5730\u4ea4\u4ed8\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u3002\u8981\u5168\u9762\u4e86\u89e3\u804a\u5929\u673a\u5668\u4eba\u7684\u529f\u80fd\u548c\u6210\u672c\uff0c\u5efa\u8bae\u67e5\u770b <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%b5%81%e7%a8%8b%e6%9e%84%e5%bb%ba%e5%99%a8%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%ae%8c%e7%be%8e%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba\/\" target=\"_blank\" rel=\"noopener\">\u804a\u5929\u673a\u5668\u4eba\u6d41\u7a0b\u6784\u5efa\u6307\u5357<\/a> \u4e0a\u7684\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u975e\u5e38\u63a8\u8350\u3002<\/p>\n<h2>\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u548c\u804c\u4e1a\u53d1\u5c55<\/h2>\n<p>\u9886\u57df\u6b63\u5728\u8fc5\u901f\u6269\u5c55\uff0c\u4f01\u4e1a\u8d8a\u6765\u8d8a\u591a\u5730\u91c7\u7528\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u6c9f\u901a\u5de5\u5177\u3002\u8fd9\u4e00\u589e\u957f\u4e3a <strong>AI\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad<\/strong> , \u63d0\u4f9b\u4e86\u4e13\u4e1a\u4eba\u58eb\u4e13\u6ce8\u4e8e <strong>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong> \u548c <strong>AI\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong>\u7684\u673a\u4f1a\uff0c\u4ee5\u63d0\u9ad8\u5b83\u4eec\u7684\u51c6\u786e\u6027\u3001\u54cd\u5e94\u80fd\u529b\u548c\u7528\u6237\u53c2\u4e0e\u5ea6\u3002\u4e86\u89e3 <strong>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba<\/strong> \u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u5de5\u4f5c <strong>\u548c\u4e0d\u65ad\u53d8\u5316\u7684\u5c31\u4e1a\u5e02\u573a\u5bf9\u4efb\u4f55\u5e0c\u671b\u8fdb\u5165\u6216\u5728\u8fd9\u4e00\u804c\u4e1a\u4e2d\u664b\u5347\u7684\u4eba\u6765\u8bf4\u90fd\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/strong> and the evolving job market is essential for anyone looking to enter or advance in this career.<\/p>\n<h3>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u5de5\u4f5c\u548c\u4eba\u5de5\u667a\u80fd\u673a\u5668\u4eba\u57f9\u8bad\u5c31\u4e1a\u5e02\u573a\u6982\u8ff0<\/h3>\n<p><strong>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5e08\u5de5\u4f5c<\/strong> \u6d89\u53ca\u901a\u8fc7\u63d0\u4f9b\u76f8\u5173\u6570\u636e\u6765 <strong>training a chatbot<\/strong> \uff0c\u5b8c\u5584\u5176\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff0c\u5e76\u6301\u7eed\u6539\u5584\u5176\u5bf9\u8bdd\u80fd\u529b\u3002\u8fd9\u4e9b\u89d2\u8272\u5728\u7535\u5b50\u5546\u52a1\u3001\u5ba2\u6237\u670d\u52a1\u3001\u533b\u7597\u4fdd\u5065\u548c\u8425\u9500\u7b49\u884c\u4e1a\u81f3\u5173\u91cd\u8981\uff0c\u5728\u8fd9\u4e9b\u884c\u4e1a\u4e2d\uff0c\u50cfMessenger Bot\u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u88ab\u7528\u6765\u81ea\u52a8\u5316\u548c\u589e\u5f3a\u7528\u6237\u4e92\u52a8\u3002<\/p>\n<p>\u5bf9\u80fd\u591f <strong>\u8bad\u7ec3AI\u804a\u5929\u673a\u5668\u4eba<\/strong> \u7684\u4eba\u624d\u7684\u9700\u6c42\u6e90\u4e8e\u9700\u8981\u5c06\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5b9a\u5236\u4e3a\u7279\u5b9a\u7684\u5546\u4e1a\u9700\u6c42\uff0c\u786e\u4fdd\u804a\u5929\u673a\u5668\u4eba\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u5904\u7406\u590d\u6742\u67e5\u8be2\u5e76\u63d0\u4f9b\u51c6\u786e\u7684\u54cd\u5e94\u3002\u516c\u53f8\u901a\u5e38\u5bfb\u627e\u5177\u5907\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u6570\u636e\u6807\u6ce8\u6280\u80fd\u7684\u5019\u9009\u4eba\uff0c\u4ee5\u53ca\u5728\u804a\u5929\u673a\u5668\u4eba\u5e73\u53f0\u4e0a\u7684\u7ecf\u9a8c\u3002<\/p>\n<p>\u9886\u5148\u7684\u5e73\u53f0\u5982 <a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">\u5927\u8111\u8231\u4eba\u5de5\u667a\u80fd<\/a> \u548c <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a> \u63d0\u4f9b\u9ad8\u7ea7\u5de5\u5177\uff0c\u9700\u8981\u4e13\u5bb6\u57f9\u8bad\u5e08\u6765\u4f18\u5316\u4eba\u5de5\u667a\u80fd\u7684\u6027\u80fd\u3002\u50cfIBM Watson Assistant\u8fd9\u6837\u7684\u7ade\u4e89\u8005\u4e5f\u4e3a <strong>AI\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong>, \u6269\u5927\u4e86\u5168\u7403\u7684\u804c\u4e1a\u9009\u62e9\u3002<\/p>\n<p>\u6c42\u804c\u8005\u53ef\u4ee5\u5728\u6280\u672f\u62db\u8058\u7f51\u7ad9\u3001\u4eba\u5de5\u667a\u80fd\u4e13\u6ce8\u7684\u62db\u8058\u7f51\u7ad9\u548c\u81ea\u7531\u804c\u4e1a\u5e73\u53f0\u4e0a\u627e\u5230 <strong>\u65b9\u9762\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u5e76\u83b7\u5f97\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u8fd9\u53ef\u4ee5\u5e26\u6765<\/strong> \u804c\u4f4d\u7a7a\u7f3a\u3002\u89d2\u8272\u4ece\u521d\u7ea7\u6570\u636e\u6807\u6ce8\u5458\u5230\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\u57f9\u8bad\u5e08\u548c\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u4eba\u5458\u4e0d\u7b49\uff0c\u53cd\u6620\u4e86\u6240\u9700\u7684\u591a\u6837\u5316\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4ee5\u4fbf\u4e8e <strong>\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba<\/strong> \u6709\u6548\u5730\u3002<\/p>\n<h3>\u5bfb\u627e\u548c\u7533\u8bf7\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c\u804c\u4f4d\u7684\u6280\u5de7<\/h3>\n<p>\u8981\u6210\u529f\u83b7\u5f97 <strong>\u57f9\u8badAI\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/strong>, \u5019\u9009\u4eba\u5e94\u4e13\u6ce8\u4e8e\u5efa\u7acb\u575a\u5b9e\u7684\u4eba\u5de5\u667a\u80fd\u6982\u5ff5\u57fa\u7840\u548c\u4e0e\u804a\u5929\u673a\u5668\u4eba\u5e73\u53f0\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002\u4ee5\u4e0b\u662f\u5bfb\u627e\u548c\u7533\u8bf7 <strong>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/strong> \u673a\u4f1a\u7684\u5173\u952e\u6280\u5de7\uff1a<\/p>\n<ul>\n<li><strong>\u53d1\u5c55\u76f8\u5173\u6280\u80fd\uff1a<\/strong> \u63d0\u9ad8\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u6807\u6ce8\u7684\u719f\u7ec3\u7a0b\u5ea6\u3002\u719f\u6089\u804a\u5929\u673a\u5668\u4eba\u6846\u67b6\u548c\u5de5\u5177\uff0c\u4f8b\u5982Messenger Bot\u3001Brain Pod AI\u6216IBM Watson Assistant\u63d0\u4f9b\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u589e\u5f3a\u60a8\u7684\u4e2a\u4eba\u8d44\u6599\u3002<\/li>\n<li><strong>\u5229\u7528\u5728\u7ebf\u8d44\u6e90\uff1a<\/strong> \u5229\u7528\u5168\u9762\u7684\u6307\u5357\uff0c\u4f8b\u5982 <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e5%88%9b%e5%bb%ba%e6%82%a8%e8%87%aa%e5%b7%b1%e7%9a%84ai%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e8%bf%87%e7%a8%8b%ef%bc%8c%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97%ef%bc%8c\/\" target=\"_blank\" rel=\"noopener\">guide to building AI chatbots<\/a> \u548c <a href=\"https:\/\/messengerbot.app\/zh\/%e6%8e%8c%e6%8f%a1%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%b5%81%e7%a8%8b%e6%9e%84%e5%bb%ba%e5%99%a8%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%ae%8c%e7%be%8e%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba\/\" target=\"_blank\" rel=\"noopener\">\u804a\u5929\u673a\u5668\u4eba\u6d41\u7a0b\u6784\u5efa\u6307\u5357<\/a> \u6765\u52a0\u6df1\u60a8\u5bf9\u804a\u5929\u673a\u5668\u4eba\u5f00\u53d1\u548c\u57f9\u8bad\u7684\u7406\u89e3\u3002<\/li>\n<li><strong>\u521b\u5efa\u4f5c\u54c1\u96c6\uff1a<\/strong> \u5c55\u793a\u60a8\u6210\u529f <strong>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba<\/strong> \u6216\u5f00\u53d1\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c\u6d41\u7a0b\u7684\u9879\u76ee\u3002\u5c55\u793a\u53ef\u8861\u91cf\u7684\u6210\u679c\u53ef\u4ee5\u4f7f\u60a8\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u5c31\u4e1a\u5e02\u573a\u4e2d\u8131\u9896\u800c\u51fa\u3002<\/li>\n<li><strong>\u5728\u4eba\u5de5\u667a\u80fd\u793e\u533a\u4e2d\u5efa\u7acb\u7f51\u7edc\uff1a<\/strong> \u53c2\u4e0e\u4eba\u5de5\u667a\u80fd\u548c\u804a\u5929\u673a\u5668\u4eba\u8bba\u575b\uff0c\u53c2\u52a0\u7f51\u7edc\u7814\u8ba8\u4f1a\uff0c\u5e76\u5728LinkedIn\u7b49\u5e73\u53f0\u4e0a\u4e0e\u4e13\u4e1a\u4eba\u58eb\u5efa\u7acb\u8054\u7cfb\uff0c\u4ee5\u53d1\u73b0\u9690\u85cf\u7684\u5de5\u4f5c\u673a\u4f1a\u5e76\u83b7\u53d6\u6709\u5173\u6700\u65b0\u8d8b\u52bf\u7684\u89c1\u89e3\u3002 <strong>\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad<\/strong>.<\/li>\n<li><strong>\u6218\u7565\u6027\u7533\u8bf7\uff1a<\/strong> \u91cf\u8eab\u5b9a\u5236\u60a8\u7684\u7b80\u5386\u548c\u6c42\u804c\u4fe1\uff0c\u4ee5\u7a81\u51fa\u60a8\u5728 <strong>training a chatbot<\/strong> \u53ca\u76f8\u5173\u6280\u80fd\u65b9\u9762\u7684\u7ecf\u9a8c\u3002\u4f7f\u7528\u8bf8\u5982 <em>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u5de5\u4f5c<\/em> \u548c <em>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u57f9\u8bad\u5de5\u4f5c<\/em> \u7b49\u5173\u952e\u8bcd\uff0c\u4ee5\u4e0e\u804c\u4f4d\u63cf\u8ff0\u4fdd\u6301\u4e00\u81f4\uff0c\u5e76\u63d0\u9ad8\u901a\u8fc7\u7533\u8bf7\u8005\u8ddf\u8e2a\u7cfb\u7edf\u7684\u673a\u4f1a\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u5e0c\u671b\u5feb\u901f\u5165\u95e8\u7684\u4eba\uff0c\u63a2\u7d22\u514d\u8d39\u7684\u8d44\u6e90\u548c\u6559\u7a0b\uff0c\u4f8b\u5982 <a href=\"https:\/\/messengerbot.app\/zh\/%e5%9f%ba%e7%a1%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e6%95%99%e7%a8%8b%ef%bc%9a%e5%88%9d%e5%ad%a6%e8%80%85%e5%88%9b%e5%bb%ba%e3%80%81%e7%bc%96%e7%a0%81\/\" target=\"_blank\" rel=\"noopener\">\u521d\u5b66\u8005AI\u804a\u5929\u673a\u5668\u4eba\u6559\u7a0b<\/a> \u53ef\u4ee5\u63d0\u4f9b\u575a\u5b9e\u7684\u57fa\u7840\u3002\u6b64\u5916\uff0c\u50cfBrain Pod AI\u8fd9\u6837\u7684\u5e73\u53f0\u63d0\u4f9b\u6f14\u793a\u548c\u5b9a\u4ef7\u8ba1\u5212\uff0c\u53ef\u4ee5\u5e2e\u52a9\u57f9\u8bad\u5e08\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u670d\u52a1\u7684\u5546\u4e1a\u65b9\u9762\u3002<\/p>\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false},"excerpt":{"rendered":"<input type=\"hidden\" value=\"\" data-essbisPostContainer=\"\" data-essbisPostUrl=\"https:\/\/messengerbot.app\/zh\/comprehensive-ai-chatbot-training-how-to-train-earn-and-build-a-career-as-an-ai-chatbot-trainer\/\" data-essbisPostTitle=\"Comprehensive AI Chatbot Training: How to Train, Earn, and Build a Career as an AI Chatbot Trainer\" data-essbisHoverContainer=\"\"><p>Key Takeaways Master essential AI chatbot training skills including natural language processing (NLP), machine learning, and data annotation to excel in chatbot training jobs. Utilize leading platforms like Rasa, Dialogflow, Microsoft Bot Framework, and Brain Pod AI to efficiently build, train, and deploy AI chatbots with advanced capabilities. Leverage free online courses, open-source tools, and [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":254598,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-254599","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/posts\/254599","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/comments?post=254599"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/posts\/254599\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/media\/254598"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/media?parent=254599"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/categories?post=254599"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/zh\/wp-json\/wp\/v2\/tags?post=254599"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}