{"id":253764,"date":"2024-11-23T09:21:36","date_gmt":"2024-11-23T17:21:36","guid":{"rendered":"https:\/\/messengerbot.app\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/"},"modified":"2024-11-23T09:21:36","modified_gmt":"2024-11-23T17:21:36","slug":"%e5%a6%82%e4%bd%95%e5%be%9e%e9%9b%b6%e9%96%8b%e5%a7%8b%e5%bb%ba%e7%ab%8b%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%ef%bc%9a%e5%9c%a8-python-%e4%b8%ad%e5%89%b5%e5%bb%ba%e8%87%aa%e5%b7%b1%e7%9a%84-ai","status":"publish","type":"post","link":"https:\/\/messengerbot.app\/zh_tw\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/","title":{"rendered":"\u5982\u4f55\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\uff1a\u5275\u5efa\u60a8\u81ea\u5df1\u7684 AI \u804a\u5929\u6a5f\u5668\u4eba\u7684\u5168\u9762\u6307\u5357"},"content":{"rendered":"<input type=\"hidden\" value=\"\" data-essbispostcontainer=\"\" data-essbisposturl=\"https:\/\/messengerbot.app\/zh_tw\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/\" data-essbisposttitle=\"How to Build a Chatbot from Scratch: A Comprehensive Guide to Creating Your Own AI Chatbot in Python\" data-essbishovercontainer=\"\"><p>\u5728\u7576\u4eca\u7684\u6578\u4f4d\u74b0\u5883\u4e2d\uff0c\u80fd\u5920 <strong>\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u5df2\u6210\u70ba\u958b\u767c\u4eba\u54e1\u548c\u4f01\u696d\u4e0d\u53ef\u6216\u7f3a\u7684\u6280\u80fd\u3002\u672c\u5168\u9762\u6307\u5357\u5c07\u5f15\u5c0e\u60a8\u4e86\u89e3\u5728 <strong>\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/strong>, \u7121\u8ad6\u60a8\u662f\u7d93\u9a57\u8c50\u5bcc\u7684\u7a0b\u5e8f\u54e1\u9084\u662f\u597d\u5947\u7684\u521d\u5b78\u8005\u3002\u6211\u5011\u5c07\u63a2\u8a0e\u4e00\u4e9b\u57fa\u672c\u554f\u984c\uff0c\u4f8b\u5982\uff0c <em>\u60a8\u80fd\u5f9e\u96f6\u958b\u59cb\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u55ce\uff1f<\/em> \u548c <em>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u6709\u591a\u96e3\uff1f<\/em>, \u540c\u6642\u6df1\u5165\u63a2\u8a0e\u4f7f\u60a8\u80fd\u5920 <strong>\u6709\u6548\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u7684\u95dc\u9375\u6280\u8853\u548c\u5de5\u5177\u3002\u5f9e\u7406\u89e3\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u7684\u57fa\u672c\u539f\u7406\u5230\u5728 Python \u548c JavaScript \u4e2d\u7de8\u78bc\u7684\u8907\u96dc\u6027\uff0c\u672c\u6587\u5c07\u70ba\u60a8\u63d0\u4f9b\u958b\u59cb\u60a8\u804a\u5929\u6a5f\u5668\u4eba\u4e4b\u65c5\u6240\u9700\u7684\u898b\u89e3\u3002 <strong>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong>. \u6b64\u5916\uff0c\u6211\u5011\u5c07\u8a0e\u8ad6\u8207\u804a\u5929\u6a5f\u5668\u4eba\u5275\u5efa\u76f8\u95dc\u7684\u6210\u672c\u3001\u6240\u9700\u6280\u80fd\u548c\u8ca8\u5e63\u5316\u7b56\u7565\uff0c\u78ba\u4fdd\u60a8\u5c0d\u804a\u5929\u6a5f\u5668\u4eba\u751f\u614b\u7cfb\u7d71\u6709\u5168\u9762\u7684\u4e86\u89e3\u3002\u6e96\u5099\u597d\u89e3\u9396 AI \u7684\u6f5b\u529b\u4e26\u5b78\u7fd2 <strong>\u5982\u4f55\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u4ee5\u6eff\u8db3\u60a8\u7684\u7368\u7279\u9700\u6c42\uff01<\/p>\n<p>`html<\/p>\n<h1>\u60a8\u80fd\u5f9e\u96f6\u958b\u59cb\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u55ce\uff1f<\/h1>\n<h2>\u4e86\u89e3\u804a\u5929\u6a5f\u5668\u4eba\u7684\u57fa\u672c\u6982\u5ff5<\/h2>\n<p>\u5f9e\u96f6\u958b\u59cb\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u662f\u4e00\u9805\u6709\u76ca\u7684\u5de5\u4f5c\uff0c\u8b93\u60a8\u80fd\u5920\u589e\u5f37\u7528\u6236\u53c3\u8207\u5ea6\u4e26\u7c21\u5316\u5ba2\u6236\u4e92\u52d5\u3002\u804a\u5929\u6a5f\u5668\u4eba\u662f\u4e00\u7a2e\u8edf\u9ad4\u61c9\u7528\u7a0b\u5f0f\uff0c\u65e8\u5728\u901a\u904e\u6587\u672c\u6216\u8a9e\u97f3\u4e92\u52d5\u6a21\u64ec\u4eba\u985e\u5c0d\u8a71\u3002\u5b83\u5011\u53ef\u4ee5\u96c6\u6210\u5230\u5404\u7a2e\u5e73\u53f0\u4e2d\uff0c\u5305\u62ec\u7db2\u7ad9\u3001\u6d88\u606f\u61c9\u7528\u7a0b\u5f0f\u548c\u793e\u4ea4\u5a92\u9ad4\uff0c\u4ee5\u63d0\u4f9b\u81ea\u52d5\u56de\u61c9\u4e26\u5be6\u6642\u5354\u52a9\u7528\u6236\u3002<\/p>\n<p>\u5728\u6df1\u5165\u6280\u8853\u7d30\u7bc0\u4e4b\u524d\uff0c\u4e86\u89e3\u804a\u5929\u6a5f\u5668\u4eba\u7684\u57fa\u672c\u7d44\u6210\u90e8\u5206\u662f\u81f3\u95dc\u91cd\u8981\u7684\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP)\uff1a<\/strong> \u9019\u9805\u6280\u8853\u4f7f\u804a\u5929\u6a5f\u5668\u4eba\u80fd\u5920\u7406\u89e3\u548c\u89e3\u91cb\u4eba\u985e\u8a9e\u8a00\uff0c\u8b93\u4e92\u52d5\u8b8a\u5f97\u66f4\u52a0\u76f4\u89c0\u3002<\/li>\n<li><strong>\u6a5f\u5668\u5b78\u7fd2\uff1a<\/strong> \u8a31\u591a\u804a\u5929\u6a5f\u5668\u4eba\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u7b97\u6cd5\uff0c\u6839\u64da\u7528\u6236\u4e92\u52d5\u96a8\u8457\u6642\u9593\u7684\u63a8\u79fb\u6539\u5584\u5176\u56de\u61c9\u3002<\/li>\n<li><strong>\u6574\u5408\u80fd\u529b\uff1a<\/strong> \u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u9023\u63a5\u5404\u7a2eAPI\u548c\u670d\u52d9\uff0c\u8b93\u5b83\u5011\u80fd\u5920\u63d0\u53d6\u6578\u64da\u4e26\u63d0\u4f9b\u66f4\u500b\u6027\u5316\u7684\u56de\u61c9\u3002<\/li>\n<\/ul>\n<h2>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u95dc\u9375\u6280\u8853<\/h2>\n<p>\u8981\u6210\u529f\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u60a8\u9700\u8981\u719f\u6089\u5e7e\u7a2e\u95dc\u9375\u6280\u8853\u548c\u5e73\u53f0\u3002\u4ee5\u4e0b\u662f\u5e6b\u52a9\u60a8\u6709\u6548\u5275\u5efa\u81ea\u5df1\u7684\u804a\u5929\u6a5f\u5668\u4eba\u7684\u9010\u6b65\u6307\u5357\uff1a<\/p>\n<ol>\n<li><strong>\u5b9a\u7fa9\u76ee\u7684\u548c\u76ee\u6a19<\/strong>\n<ul>\n<li>\u78ba\u5b9a\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u5c07\u89e3\u6c7a\u7684\u5177\u9ad4\u554f\u984c\u3002<\/li>\n<li>\u78ba\u5b9a\u76ee\u6a19\u53d7\u773e\u53ca\u5176\u9700\u6c42\u3002<\/li>\n<li>\u8a2d\u5b9a\u53ef\u8861\u91cf\u7684\u76ee\u6a19\uff0c\u4f8b\u5982\u6e1b\u5c11\u56de\u61c9\u6642\u9593\u6216\u63d0\u9ad8\u7528\u6236\u6eff\u610f\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9078\u64c7\u5408\u9069\u7684\u5e73\u53f0<\/strong>\n<ul>\n<li>\u9078\u64c7\u9069\u5408\u60a8\u6280\u8853\u6280\u80fd\u548c\u9805\u76ee\u9700\u6c42\u7684\u958b\u767c\u5e73\u53f0\u3002\u6d41\u884c\u7684\u9078\u64c7\u5305\u62ec\uff1a\n<ul>\n<li><strong>Dialogflow:<\/strong> \u4e00\u500b\u7531\u8c37\u6b4c\u64c1\u6709\u7684\u5e73\u53f0\uff0c\u4f7f\u7528\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08NLP\uff09\u4f86\u5275\u5efa\u5c0d\u8a71\u754c\u9762\u3002<\/li>\n<li><strong>\u5fae\u8edf Bot \u6846\u67b6\uff1a<\/strong> \u63d0\u4f9b\u4e00\u6574\u5957\u69cb\u5efa\u548c\u90e8\u7f72\u804a\u5929\u6a5f\u5668\u4eba\u7684\u5de5\u5177\u3002<\/li>\n<li><strong>Rasa:<\/strong> \u4e00\u500b\u958b\u6e90\u6846\u67b6\uff0c\u63d0\u4f9b\u5c0d\u804a\u5929\u6a5f\u5668\u4eba\u529f\u80fd\u7684\u9748\u6d3b\u6027\u548c\u63a7\u5236\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8a2d\u8a08\u5c0d\u8a71\u6d41\u7a0b<\/strong>\n<ul>\n<li>\u898f\u5283\u7528\u6236\u65c5\u7a0b\u4e26\u5275\u5efa\u6f5b\u5728\u4e92\u52d5\u7684\u6d41\u7a0b\u5716\u3002<\/li>\n<li>\u4f7f\u7528\u50cf\u662f <strong>Lucidchart<\/strong> \u6216 <strong>Miro<\/strong> \u53ef\u8996\u5316\u5c0d\u8a71\u8def\u5f91\u3002<\/li>\n<li>\u78ba\u4fdd\u6d41\u7a0b\u76f4\u89c0\u4e26\u6709\u6548\u89e3\u6c7a\u7528\u6236\u67e5\u8a62\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u958b\u767c\u804a\u5929\u6a5f\u5668\u4eba<\/strong>\n<ul>\n<li>\u4f7f\u7528 Python \u6216 JavaScript \u7b49\u7a0b\u5f0f\u8a9e\u8a00\uff0c\u6216\u5229\u7528\u7121\u9700\u7de8\u78bc\u7684\u5e73\u53f0\u9032\u884c\u7c21\u55ae\u5be6\u73fe\u3002<\/li>\n<li>\u5be6\u65bd NLP \u529f\u80fd\u4ee5\u589e\u5f37\u5c0d\u7528\u6236\u8f38\u5165\u7684\u7406\u89e3\u3002<\/li>\n<li>\u6574\u5408 API \u5c07\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u8207\u5916\u90e8\u670d\u52d9\u9023\u63a5\uff0c\u4f8b\u5982\u6578\u64da\u5eab\u6216\u7b2c\u4e09\u65b9\u61c9\u7528\u7a0b\u5e8f\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6e2c\u8a66\u548c\u8fed\u4ee3<\/strong>\n<ul>\n<li>\u9032\u884c\u5fb9\u5e95\u6e2c\u8a66\u4ee5\u8b58\u5225\u932f\u8aa4\u4e26\u6539\u5584\u7528\u6236\u9ad4\u9a57\u3002<\/li>\n<li>\u6536\u96c6\u771f\u5be6\u7528\u6236\u7684\u53cd\u994b\u4e26\u9032\u884c\u5fc5\u8981\u7684\u8abf\u6574\u3002<\/li>\n<li>\u4f7f\u7528A\/B\u6e2c\u8a66\u6bd4\u8f03\u804a\u5929\u6a5f\u5668\u4eba\u7684\u4e0d\u540c\u7248\u672c\u4e26\u512a\u5316\u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u90e8\u7f72\u548c\u76e3\u63a7<\/strong>\n<ul>\n<li>\u5728\u60a8\u7684\u7db2\u7ad9\u6216\u50cf Facebook Messenger \u6216 WhatsApp \u9019\u6a23\u7684\u6d88\u606f\u5e73\u53f0\u4e0a\u555f\u52d5\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/li>\n<li>\u76e3\u63a7\u4e92\u52d5\u4e26\u5206\u6790\u7528\u6236\u6578\u64da\uff0c\u4ee5\u7cbe\u7149\u56de\u61c9\u4e26\u6539\u5584\u529f\u80fd\u3002<\/li>\n<li>\u5b9a\u671f\u66f4\u65b0\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4ee5\u7d0d\u5165\u65b0\u529f\u80fd\u4e26\u6eff\u8db3\u4e0d\u65b7\u8b8a\u5316\u7684\u7528\u6236\u9700\u6c42\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u63a8\u5ee3\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba<\/strong>\n<ul>\n<li>\u5229\u7528\u793e\u4ea4\u5a92\u9ad4\u3001\u96fb\u5b50\u90f5\u4ef6\u884c\u92b7\u548c\u60a8\u7684\u7db2\u7ad9\u4f86\u544a\u77e5\u7528\u6236\u6709\u95dc\u60a8\u7684\u65b0\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/li>\n<li>\u9f13\u52f5\u7528\u6236\u8207\u6a5f\u5668\u4eba\u4e92\u52d5\u4e26\u63d0\u4f9b\u53cd\u994b\uff0c\u4ee5\u4fbf\u6301\u7e8c\u6539\u9032\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u901a\u904e\u9075\u5faa\u9019\u4e9b\u6b65\u9a5f\uff0c\u60a8\u53ef\u4ee5\u5275\u5efa\u4e00\u500b\u529f\u80fd\u5b8c\u5584\u4e14\u5f15\u4eba\u5165\u52dd\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4ee5\u6eff\u8db3\u7528\u6236\u7684\u9700\u6c42\u3002\u6b32\u4e86\u89e3\u66f4\u591a\u8cc7\u8a0a\uff0c\u8acb\u8003\u616e\u63a2\u7d22\u4f86\u81ea <a href=\"https:\/\/chatbotsmagazine.com\/\" target=\"_blank\" rel=\"noopener\">\u804a\u5929\u6a5f\u5668\u4eba\u96dc\u8a8c<\/a> \u548c <a href=\"https:\/\/towardsdatascience.com\/\" target=\"_blank\" rel=\"noopener\">Towards Data Science<\/a> \u7684\u8cc7\u6e90\uff0c\u4ee5\u7372\u53d6\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u7684\u6700\u65b0\u8da8\u52e2\u548c\u65b9\u6cd5\u3002<\/p>\n<p>\u201c`<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2024\/11\/build-a-chatbot-from-scratch-2731957.png\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6210\u672c\u662f\u591a\u5c11\uff1f<\/h2>\n<p>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6210\u672c\u53ef\u80fd\u6703\u6839\u64da\u5e7e\u500b\u56e0\u7d20\u800c\u6709\u986f\u8457\u8b8a\u5316\uff0c\u5305\u62ec\u804a\u5929\u6a5f\u5668\u4eba\u7684\u8907\u96dc\u6027\u3001\u6240\u4f7f\u7528\u7684\u6280\u8853\u548c\u958b\u767c\u65b9\u6cd5\u3002\u4ee5\u4e0b\u662f\u5178\u578b\u5b9a\u50f9\u7d50\u69cb\u7684\u7d30\u5206\uff1a<\/p>\n<h3>\u5f71\u97ff\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u6210\u672c\u7684\u56e0\u7d20<\/h3>\n<p>1. <strong>\u81ea\u8a02\u958b\u767c<\/strong>: \u5c0d\u65bc\u5b8c\u5168\u81ea\u8a02\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u6210\u672c\u901a\u5e38\u7bc4\u570d\u5728 <strong>$75,000 \u5230 $150,000 \u6216\u66f4\u591a<\/strong>. \u6b64\u5b9a\u50f9\u53cd\u6620\u4e86\u5275\u5efa\u6eff\u8db3\u7279\u5b9a\u696d\u52d9\u9700\u6c42\u7684\u91cf\u8eab\u5b9a\u5236\u89e3\u6c7a\u65b9\u6848\u6240\u9700\u7684\u5ee3\u6cdb\u958b\u767c\u6642\u9593\u3001\u8a2d\u8a08\u548c\u6574\u5408\u3002\u5f71\u97ff\u6b64\u6210\u672c\u7684\u56e0\u7d20\u5305\u62ec\u804a\u5929\u6a5f\u5668\u4eba\u7684\u529f\u80fd\uff08\u4f8b\u5982\uff0c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3001\u6a5f\u5668\u5b78\u7fd2\u80fd\u529b\uff09\u3001\u8207\u73fe\u6709\u7cfb\u7d71\u7684\u6574\u5408\u4ee5\u53ca\u6301\u7e8c\u7684\u7dad\u8b77\u3002<\/p>\n<p>2. <strong>\u804a\u5929\u6a5f\u5668\u4eba\u5373\u670d\u52d9 (CaaS)<\/strong>: CaaS \u89e3\u6c7a\u65b9\u6848\u63d0\u4f9b\u66f4\u5be6\u60e0\u7684\u5165\u9580\u9ede\uff0c\u50f9\u683c\u4f4e\u81f3 <strong>$5 \u5230 $50 \u6bcf\u6708<\/strong> \u4ee5\u6eff\u8db3\u57fa\u672c\u529f\u80fd\u3002\u7136\u800c\uff0c\u9019\u4e9b\u89e3\u6c7a\u65b9\u6848\u901a\u5e38\u5728\u81ea\u5b9a\u7fa9\u548c\u53ef\u64f4\u5c55\u6027\u65b9\u9762\u5b58\u5728\u9650\u5236\u3002\u6d41\u884c\u7684 CaaS \u5e73\u53f0\u5305\u62ec <a href=\"https:\/\/dialogflow.com\" target=\"_blank\" rel=\"noopener\">Dialogflow<\/a>, <a href=\"https:\/\/chatfuel.com\" target=\"_blank\" rel=\"noopener\">Chatfuel<\/a>, \u4ee5\u53ca <a href=\"https:\/\/manychat.com\" target=\"_blank\" rel=\"noopener\">ManyChat<\/a>, \u6839\u64da\u529f\u80fd\u548c\u4f7f\u7528\u60c5\u6cc1\u63d0\u4f9b\u4e0d\u540c\u7684\u5b9a\u50f9\u5c64\u7d1a\u3002<\/p>\n<p>3. <strong>\u6df7\u5408\u89e3\u6c7a\u65b9\u6848<\/strong>: \u4e00\u4e9b\u4f01\u696d\u9078\u64c7\u6df7\u5408\u65b9\u6cd5\uff0c\u5c07\u81ea\u5b9a\u7fa9\u958b\u767c\u8207 CaaS \u5e73\u53f0\u76f8\u7d50\u5408\u3002\u9019\u53ef\u80fd\u7bc4\u570d\u5f9e <strong>$20,000 \u5230 $100,000<\/strong>, \u5177\u9ad4\u53d6\u6c7a\u65bc\u81ea\u5b9a\u7fa9\u7684\u7a0b\u5ea6\u548c\u6240\u9700\u7684\u7279\u5b9a\u529f\u80fd\u3002<\/p>\n<p>4. <strong>\u6301\u7e8c\u6210\u672c<\/strong>: \u9664\u4e86\u521d\u59cb\u958b\u767c\u5916\uff0c\u9084\u9700\u8003\u616e\u6301\u7e8c\u6210\u672c\uff0c\u4f8b\u5982\u8a17\u7ba1\u3001\u7dad\u8b77\u3001\u66f4\u65b0\u548c\u5ba2\u6236\u652f\u6301\uff0c\u9019\u53ef\u80fd\u6703\u589e\u52a0\u984d\u5916\u7684 <strong>10-20%<\/strong> \u6bcf\u5e74\u7684\u521d\u59cb\u958b\u767c\u6210\u672c\u3002<\/p>\n<p>5. <strong>\u884c\u696d\u7279\u5b9a\u8003\u91cf<\/strong>: \u91ab\u7642\u3001\u91d1\u878d\u548c\u96fb\u5b50\u5546\u52d9\u7b49\u884c\u696d\u53ef\u80fd\u56e0\u70ba\u5408\u898f\u8981\u6c42\u548c\u5c0d\u5148\u9032\u5b89\u5168\u529f\u80fd\u7684\u9700\u6c42\u800c\u7522\u751f\u66f4\u9ad8\u7684\u6210\u672c\u3002<\/p>\n<p>\u6709\u95dc\u804a\u5929\u6a5f\u5668\u4eba\u5b9a\u50f9\u7684\u66f4\u8a73\u7d30\u898b\u89e3\u548c\u6848\u4f8b\u7814\u7a76\uff0c\u8acb\u53c3\u8003\u50cf\u662f <a href=\"https:\/\/masterofcode.com\" target=\"_blank\" rel=\"noopener\">Master of Code<\/a> \u548c <a href=\"https:\/\/chatbotsmagazine.com\" target=\"_blank\" rel=\"noopener\">\u804a\u5929\u6a5f\u5668\u4eba\u96dc\u8a8c<\/a>, \u63d0\u4f9b\u5e02\u5834\u8da8\u52e2\u548c\u5b9a\u50f9\u6a21\u578b\u7684\u7d9c\u5408\u5206\u6790\u3002<\/p>\n<h3>\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u7684\u514d\u8cbb\u8cc7\u6e90<\/h3>\n<p>\u5982\u679c\u60a8\u60f3\u8981 <strong>\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u800c\u4e0d\u7522\u751f\u9ad8\u6210\u672c\uff0c\u6709\u5e7e\u500b\u514d\u8cbb\u8cc7\u6e90\u53ef\u4ee5\u5e6b\u52a9\u60a8\u5165\u9580\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/messengerbot.app\/zh_tw\/messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%e6%95%99%e5%ad%b8\/\" target=\"_blank\">Messenger \u6a5f\u5668\u4eba\u6559\u7a0b<\/a> \u2013 \u4e00\u7cfb\u5217\u6307\u5357\u548c\u6559\u7a0b\uff0c\u5e6b\u52a9\u60a8\u4e86\u89e3\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u7684\u57fa\u672c\u77e5\u8b58\u3002<\/li>\n<li><a href=\"https:\/\/brainpod.ai\/ai-chat-assistant\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a> \u2013 \u63d0\u4f9b\u5275\u5efa\u5177\u6709\u591a\u8a9e\u8a00\u652f\u6301\u7684 AI \u804a\u5929\u6a5f\u5668\u4eba\u7684\u6f14\u793a\u548c\u8cc7\u6e90\u3002<\/li>\n<li><a href=\"https:\/\/brainpod.ai\/brain-pod-ai-help-center\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI \u5e6b\u52a9\u4e2d\u5fc3<\/a> \u2013 \u4e00\u500b\u5168\u9762\u7684\u8cc7\u6e90\uff0c\u7528\u65bc\u6545\u969c\u6392\u9664\u548c\u4e86\u89e3AI\u804a\u5929\u6a5f\u5668\u4eba\u529f\u80fd\u3002<\/li>\n<li><a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%a6%82%e4%bd%95%e5%9c%a8%e4%b8%8d%e5%88%b0-10-%e5%88%86%e9%90%98%e5%85%a7%e4%bd%bf%e7%94%a8-messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%e8%a8%ad%e7%bd%ae%e6%82%a8%e7%9a%84%e7%ac%ac%e4%b8%80%e5%80%8b-ai\/\" target=\"_blank\">\u5feb\u901f\u8a2d\u7f6e\u6307\u5357<\/a> \u2013 \u5b78\u7fd2\u5982\u4f55\u572810\u5206\u9418\u5167\u8a2d\u7f6e\u60a8\u7684\u7b2c\u4e00\u500bAI\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/li>\n<\/ul>\n<p>\u5229\u7528\u9019\u4e9b\u8cc7\u6e90\u53ef\u4ee5\u986f\u8457\u964d\u4f4e <strong>\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u7684\u6210\u672c\uff0c\u540c\u6642\u70ba\u60a8\u63d0\u4f9b\u6210\u529f\u6240\u9700\u7684\u77e5\u8b58\u548c\u5de5\u5177\u3002<\/p>\n<h2>\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u55ce\uff1f<\/h2>\n<p>\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u8b8a\u5f97\u6bd4\u4ee5\u5f80\u4efb\u4f55\u6642\u5019\u90fd\u5bb9\u6613\uff0c\u8b93\u4f86\u81ea\u5404\u7a2e\u80cc\u666f\u7684\u4eba\u90fd\u80fd\u53c3\u8207 <strong>\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/strong>. \u7121\u8ad6\u60a8\u662f\u7d93\u9a57\u8c50\u5bcc\u7684\u958b\u767c\u4eba\u54e1\u9084\u662f\u5b8c\u5168\u7684\u65b0\u624b\uff0c\u4eca\u5929\u53ef\u7528\u7684\u5de5\u5177\u548c\u8cc7\u6e90\u4f7f\u4efb\u4f55\u4eba\u90fd\u80fd\u5920 <strong>\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong>. \u5728\u672c\u7bc0\u4e2d\uff0c\u6211\u5011\u5c07\u63a2\u8a0e\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u6240\u9700\u7684\u57fa\u672c\u6280\u80fd\u4ee5\u53ca\u53ef\u4ee5\u5e6b\u52a9\u60a8\u5728\u9019\u6bb5\u65c5\u7a0b\u4e2d\u7684\u5de5\u5177\u3002<\/p>\n<h3>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u6240\u9700\u7684\u6280\u80fd<\/h3>\n<p>\u96d6\u7136\u4f60\u4e0d\u9700\u8981\u6210\u70ba\u7a0b\u5f0f\u8a2d\u8a08\u5c08\u5bb6\u4f86 <strong>\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/strong>, \u4f46\u5c0d\u67d0\u4e9b\u6280\u80fd\u6709\u57fa\u672c\u7684\u4e86\u89e3\u53ef\u4ee5\u986f\u8457\u63d0\u5347\u4f60\u7684\u958b\u767c\u904e\u7a0b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u53ef\u80fd\u6709\u76ca\u7684\u95dc\u9375\u6280\u80fd\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u672c\u7a0b\u5f0f\u8a2d\u8a08\u77e5\u8b58<\/strong>: \u719f\u6089 Python \u6216 JavaScript \u7b49\u7a0b\u5f0f\u8a9e\u8a00\u662f\u6709\u5229\u7684\uff0c\u7279\u5225\u662f\u5982\u679c\u4f60\u60f3\u8981 <strong>\u6709\u6548\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u9700\u8981\u81ea\u8a02\u529f\u80fd\u7684\u61c9\u7528\u7a0b\u5f0f\u3002\u4f8b\u5982\uff0c <a href=\"https:\/\/messengerbot.app\/zh_tw\/how-to-build-a-chatbot-in-python\/\">\u5982\u4f55\u5728 Python \u4e2d\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/a> \u53ef\u4ee5\u662f\u4e00\u500b\u5f88\u597d\u7684\u8d77\u9ede\u3002<\/li>\n<li><strong>\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u7684\u7406\u89e3<\/strong>: \u77ad\u89e3 NLP \u5c0d\u65bc\u5275\u5efa\u80fd\u5920\u6709\u6548\u7406\u89e3\u548c\u56de\u61c9\u7528\u6236\u8f38\u5165\u7684\u804a\u5929\u6a5f\u5668\u4eba\u81f3\u95dc\u91cd\u8981\u3002\u50cf Rasa \u6216\u5fae\u8edf Bot \u6846\u67b6\u9019\u6a23\u7684\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5be6\u73fe NLP \u529f\u80fd\u3002<\/li>\n<li><strong>\u8a2d\u8a08\u6280\u80fd<\/strong>: \u8a2d\u8a08\u4e00\u500b\u4f7f\u7528\u8005\u53cb\u597d\u7684\u5c0d\u8a71\u6d41\u7a0b\u662f\u81f3\u95dc\u91cd\u8981\u7684\u3002\u60a8\u61c9\u8a72\u80fd\u5920\u60f3\u50cf\u4f7f\u7528\u8005\u5982\u4f55\u8207\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u4e92\u52d5\uff0c\u4ee5\u78ba\u4fdd\u6d41\u66a2\u7684\u9ad4\u9a57\u3002<\/li>\n<li><strong>\u5206\u6790\u6280\u80fd<\/strong>: \u5728\u63a8\u51fa\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u5f8c\uff0c\u5206\u6790\u4f7f\u7528\u8005\u4e92\u52d5\u548c\u53cd\u994b\u5c0d\u65bc\u6301\u7e8c\u6539\u9032\u81f3\u95dc\u91cd\u8981\u3002\u9019\u5c07\u5e6b\u52a9\u60a8\u96a8\u8457\u6642\u9593\u7684\u63a8\u79fb\u7cbe\u7149\u804a\u5929\u6a5f\u5668\u4eba\u7684\u56de\u61c9\u548c\u529f\u80fd\u3002<\/li>\n<\/ul>\n<h3>\u5e6b\u52a9\u60a8\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u5de5\u5177<\/h3>\n<p>\u6709\u8a31\u591a\u5e73\u53f0\u548c\u5de5\u5177\u53ef\u7528\uff0c\u7c21\u5316\u4e86 <strong>\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/strong>. \u9019\u88e1\u6709\u4e00\u4e9b\u53d7\u6b61\u8fce\u7684\u9078\u64c7\uff1a<\/p>\n<ul>\n<li><strong>Botpress<\/strong>: \u4e00\u500b\u958b\u6e90\u5e73\u53f0\uff0c\u5141\u8a31\u5ee3\u6cdb\u7684\u81ea\u5b9a\u7fa9\uff0c\u5c0d\u65bc\u5e0c\u671b <strong>\u5f9e\u982d\u958b\u59cb\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u7684\u958b\u767c\u8005\u4f86\u8aaa\u975e\u5e38\u7406\u60f3<\/strong>.<\/li>\n<li><strong>Dialogflow<\/strong>: Google \u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u5de5\u5177\uff0c\u80fd\u5920\u8f15\u9b06\u8207\u5404\u7a2e\u61c9\u7528\u7a0b\u5e8f\u96c6\u6210\uff0c\u975e\u5e38\u9069\u5408\u90a3\u4e9b\u5e0c\u671b\u589e\u5f37\u804a\u5929\u6a5f\u5668\u4eba\u5c0d\u8a71\u80fd\u529b\u7684\u4eba\u3002<\/li>\n<li><strong>Chatfuel<\/strong>: \u6b64\u5e73\u53f0\u7279\u5225\u9069\u5408\u5728 Facebook Messenger \u4e0a\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u7121\u9700\u4efb\u4f55\u7de8\u78bc\u7d93\u9a57\u3002<\/li>\n<li><strong>Brain Pod AI<\/strong>: \u4e00\u500b\u591a\u529f\u80fd\u7684\u5de5\u5177\uff0c\u63d0\u4f9b\u4e00\u7cfb\u5217\u7684 AI \u670d\u52d9\uff0c\u5305\u62ec\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u3002\u60a8\u53ef\u4ee5\u5728 <a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>.<\/li>\n<\/ul>\n<p>\u901a\u904e\u5229\u7528\u9019\u4e9b\u5de5\u5177\u4e26\u767c\u5c55\u5fc5\u8981\u7684\u6280\u80fd\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u8e0f\u4e0a <strong>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/strong>. \u6709\u95dc\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u7684\u66f4\u591a\u898b\u89e3\uff0c\u8acb\u8003\u616e\u67e5\u770b\u6211\u5011\u7684 <a href=\"https:\/\/messengerbot.app\/zh_tw\/messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%e6%95%99%e5%ad%b8\/\">\u804a\u5929\u6a5f\u5668\u4eba\u6559\u7a0b<\/a> \u6307\u5c0e\u60a8\u4e86\u89e3\u9019\u500b\u4ee4\u4eba\u8208\u596e\u7684\u9818\u57df\u7684\u5404\u500b\u65b9\u9762\u3002<\/p>\n<h2>\u5982\u4f55\u5275\u5efa\u81ea\u5df1\u7684 AI \u50cf ChatGPT\uff1f<\/h2>\n<p>\u5275\u5efa\u81ea\u5df1\u7684 AI \u50cf ChatGPT \u6d89\u53ca\u5e7e\u500b\u95dc\u9375\u6b65\u9a5f\uff0c\u9019\u4e9b\u6b65\u9a5f\u9700\u8981\u5c0d\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u548c\u6a5f\u5668\u5b78\u7fd2\u6709\u624e\u5be6\u7684\u7406\u89e3\u3002\u4ee5\u4e0b\u662f\u4e00\u500b\u5168\u9762\u7684\u6307\u5357\uff0c\u5e6b\u52a9\u60a8\u958b\u767c\u51fa\u8272\u7684 AI \u804a\u5929\u6a5f\u5668\u4eba\u3002<\/p>\n<h3>AI \u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u6982\u8ff0<\/h3>\n<p>\u8981 <a href=\"https:\/\/messengerbot.app\/zh_tw\/how-to-create-a-chatbot-in-python\/\">\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/a>, \u60a8\u9700\u8981\u5c08\u6ce8\u65bc\u5e7e\u500b\u95dc\u9375\u9818\u57df\uff0c\u5305\u62ec\u9078\u64c7\u5408\u9069\u7684 NLP \u6846\u67b6\u3001\u6e96\u5099\u6578\u64da\u96c6\u4ee5\u53ca\u6709\u6548\u5730\u8a13\u7df4\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u8a73\u7d30\u7684\u5206\u89e3\uff1a<\/p>\n<ul>\n<li><strong>\u6b65\u9a5f 1\uff1a\u9078\u64c7 NLP \u6846\u67b6<\/strong><br \/>\n    \u9078\u64c7\u4e00\u500b\u9069\u5408\u60a8\u9700\u6c42\u7684\u7a69\u5065 NLP \u6846\u67b6\u3002\u6d41\u884c\u7684\u9078\u64c7\u5305\u62ec TensorFlow\u3001PyTorch \u548c Hugging Face \u7684 Transformers \u5eab\u3002\u9019\u4e9b\u6846\u67b6\u63d0\u4f9b\u9810\u5efa\u6a21\u578b\u548c\u69cb\u5efa\u5c0d\u8a71\u4ee3\u7406\u7684\u5de5\u5177\u3002<\/li>\n<li><strong>\u6b65\u9a5f 2\uff1a\u6578\u64da\u96c6\u6e96\u5099<\/strong><br \/>\n    \u6536\u96c6\u591a\u6a23\u4e14\u5ee3\u6cdb\u7684\u6578\u64da\u96c6\u4ee5\u8a13\u7df4\u60a8\u7684 AI\u3002\u9019\u53ef\u4ee5\u5305\u62ec\u5c0d\u8a71\u6578\u64da\u3001\u66f8\u7c4d\u3001\u6587\u7ae0\u548c\u5176\u4ed6\u6587\u672c\u4f86\u6e90\u3002\u78ba\u4fdd\u60a8\u7684\u6578\u64da\u96c6\u5df2\u6e05\u7406\u548c\u9810\u8655\u7406\uff0c\u4ee5\u53bb\u9664\u566a\u97f3\u548c\u4e0d\u76f8\u95dc\u7684\u4fe1\u606f\u3002\u8003\u616e\u4f7f\u7528\u50cf OpenAI GPT-3 \u6578\u64da\u96c6\u6216\u5eb7\u5948\u723e\u96fb\u5f71\u5c0d\u8a71\u8a9e\u6599\u5eab\u9019\u6a23\u7684\u6578\u64da\u96c6\u9032\u884c\u8a13\u7df4\u3002<\/li>\n<li><strong>\u6b65\u9a5f 3\uff1a\u8a13\u7df4\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba<\/strong><br \/>\n    \u5229\u7528\u9077\u79fb\u5b78\u7fd2\u5728\u6e96\u5099\u597d\u7684\u6578\u64da\u96c6\u4e0a\u8a13\u7df4\u60a8\u7684\u6a21\u578b\u3002\u5f9e\u9810\u8a13\u7df4\u6a21\u578b\uff08\u5982 GPT-2 \u6216 GPT-3\uff09\u958b\u59cb\uff0c\u4e26\u5728\u60a8\u7684\u7279\u5b9a\u6578\u64da\u96c6\u4e0a\u9032\u884c\u5fae\u8abf\u3002\u9019\u7a2e\u65b9\u6cd5\u986f\u8457\u6e1b\u5c11\u4e86\u8a13\u7df4\u6642\u9593\u4e26\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u5728\u8a13\u7df4\u671f\u9593\u76e3\u63a7\u56f0\u60d1\u5ea6\u548c\u6e96\u78ba\u6027\u7b49\u6307\u6a19\uff0c\u4ee5\u8a55\u4f30\u60a8\u7684\u6a21\u578b\u7684\u6709\u6548\u6027\u3002<\/li>\n<li><strong>\u6b65\u9a5f 4\uff1a\u5fae\u8abf\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba<\/strong><br \/>\n    \u5728\u521d\u6b65\u8a13\u7df4\u5f8c\uff0c\u5fae\u8abf\u60a8\u7684\u6a21\u578b\u4ee5\u589e\u5f37\u5176\u5c0d\u8a71\u80fd\u529b\u3002\u9019\u53ef\u80fd\u6d89\u53ca\u8abf\u6574\u8d85\u53c3\u6578\u3001\u5be6\u65bd\u4f86\u81ea\u4eba\u985e\u53cd\u994b\u7684\u5f37\u5316\u5b78\u7fd2\uff08RLHF\uff09\u548c\u9032\u884c\u8fed\u4ee3\u6e2c\u8a66\u3002\u529b\u6c42\u5728\u56de\u61c9\u7684\u5275\u9020\u529b\u548c\u9023\u8cab\u6027\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002<\/li>\n<li><strong>\u6b65\u9a5f 5\uff1a\u5c07\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u6574\u5408\u5230\u754c\u9762\u4e2d<\/strong><br \/>\n    \u70ba\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u4e00\u500b\u7528\u6236\u53cb\u597d\u7684\u754c\u9762\u3002\u9019\u53ef\u4ee5\u662f\u7db2\u7d61\u61c9\u7528\u7a0b\u5e8f\u3001\u79fb\u52d5\u61c9\u7528\u7a0b\u5e8f\u6216\u8207 Slack \u6216 Discord \u7b49\u6d88\u606f\u5e73\u53f0\u7684\u96c6\u6210\u3002\u78ba\u4fdd\u8a72\u754c\u9762\u5141\u8a31\u7121\u7e2b\u4e92\u52d5\u4e26\u70ba\u7528\u6236\u63d0\u4f9b\u6d41\u66a2\u7684\u9ad4\u9a57\u3002<\/li>\n<li><strong>\u6b65\u9a5f 6\uff1a\u6301\u7e8c\u6539\u9032\u548c\u66f4\u65b0<\/strong><br \/>\n    \u5b9a\u671f\u66f4\u65b0\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u6dfb\u52a0\u65b0\u6578\u64da\u4e26\u91cd\u65b0\u8a13\u7df4\u4ee5\u63d0\u9ad8\u5176\u6027\u80fd\u3002\u76e3\u63a7\u7528\u6236\u4e92\u52d5\u4ee5\u8b58\u5225\u6539\u9032\u7684\u9818\u57df\uff0c\u4e26\u7d0d\u5165\u7528\u6236\u53cd\u994b\u4ee5\u5b8c\u5584\u56de\u61c9\u3002<\/li>\n<li><strong>\u6b65\u9a5f 7\uff1a\u502b\u7406\u8003\u91cf\u8207\u5408\u898f\u6027<\/strong><br \/>\n    \u78ba\u4fdd\u60a8\u7684 AI \u9075\u5faa\u502b\u7406\u6307\u5c0e\u65b9\u91dd\u548c\u6578\u64da\u96b1\u79c1\u6cd5\u898f\u3002\u5be6\u65bd\u63aa\u65bd\u4ee5\u9632\u6b62\u751f\u6210\u6709\u5bb3\u6216\u504f\u898b\u7684\u5167\u5bb9\u3002\u719f\u6089\u4f86\u81ea AI \u5925\u4f34\u95dc\u4fc2\u548c\u6b50\u6d32\u59d4\u54e1\u6703\u7684 AI \u502b\u7406\u6307\u5c0e\u65b9\u91dd\u7b49\u7d44\u7e54\u7684\u6307\u5c0e\u65b9\u91dd\u3002<\/li>\n<\/ul>\n<p>\u901a\u904e\u9075\u5faa\u9019\u4e9b\u6b65\u9a5f\u4e26\u5229\u7528\u6700\u65b0\u7684 AI \u548c NLP \u9032\u5c55\uff0c\u60a8\u53ef\u4ee5\u5275\u5efa\u4e00\u500b\u985e\u4f3c\u65bc ChatGPT \u7684\u8907\u96dc\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u6709\u6548\u6eff\u8db3\u7528\u6236\u9700\u6c42\u3002\u6b32\u4e86\u89e3\u66f4\u591a\uff0c\u8acb\u53c3\u8003\u4ee5\u4e0b\u8cc7\u6e90\uff0c <a href=\"https:\/\/brainpod.ai\/ai-writer\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>, \u63d0\u4f9b\u6709\u95dc AI \u958b\u767c\u7684\u5de5\u5177\u548c\u898b\u89e3\u3002<\/p>\n<h3>\u5f9e\u982d\u958b\u59cb\u5275\u5efa AI \u804a\u5929\u6a5f\u5668\u4eba\u7684\u6b65\u9a5f<\/h3>\n<p>\u8981 <a href=\"https:\/\/messengerbot.app\/zh_tw\/create-a-chat-bot-in-python\/\">\u5f9e\u982d\u958b\u59cb\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/a>, \u60a8\u61c9\u8a72\u5c08\u6ce8\u65bc\u4ee5\u4e0b\u6b65\u9a5f\uff1a<\/p>\n<ul>\n<li>\u9996\u5148\u9078\u64c7\u4e00\u500b\u8207\u60a8\u7684\u9805\u76ee\u76ee\u6a19\u76f8\u7b26\u7684\u9069\u7576 NLP \u6846\u67b6\u3002<\/li>\n<li>\u6e96\u5099\u4e00\u500b\u5168\u9762\u7684\u6578\u64da\u96c6\uff0c\u53cd\u6620\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u5c07\u8655\u7406\u7684\u5c0d\u8a71\u985e\u578b\u3002<\/li>\n<li>\u4f7f\u7528\u8f49\u79fb\u5b78\u7fd2\u6280\u8853\u8a13\u7df4\u60a8\u7684\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<li>\u5fae\u8abf\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4ee5\u6539\u5584\u5176\u5c0d\u8a71\u6280\u5de7\u548c\u7528\u6236\u53c3\u8207\u5ea6\u3002<\/li>\n<li>\u5c07\u804a\u5929\u6a5f\u5668\u4eba\u96c6\u6210\u5230\u7528\u6236\u53cb\u597d\u7684\u754c\u9762\u4e2d\uff0c\u4ee5\u5be6\u73fe\u6700\u4f73\u4e92\u52d5\u3002<\/li>\n<li>\u6839\u64da\u7528\u6236\u53cd\u994b\u548c\u65b0\u6578\u64da\u4e0d\u65b7\u66f4\u65b0\u548c\u6539\u9032\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/li>\n<li>\u9075\u5faa\u502b\u7406\u6307\u5c0e\u65b9\u91dd\uff0c\u4ee5\u78ba\u4fdd\u8ca0\u8cac\u4efb\u7684\u4eba\u5de5\u667a\u6167\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<p>\u901a\u904e\u638c\u63e1\u9019\u4e9b\u6b65\u9a5f\uff0c\u60a8\u5c07\u9806\u5229\u9081\u5411 <a href=\"https:\/\/messengerbot.app\/zh_tw\/how-to-build-chatbots\/\">\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/a> \u80fd\u6709\u6548\u5438\u5f15\u7528\u6236\u4e26\u63d0\u4f9b\u6709\u50f9\u503c\u4e92\u52d5\u7684\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2024\/11\/build-a-chatbot-from-scratch-2772720.png\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u6709\u591a\u96e3\uff1f<\/h2>\n<p>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u96e3\u6613\u7a0b\u5ea6\u53d6\u6c7a\u65bc\u60a8\u7684\u76ee\u6a19\u548c\u6240\u9078\u6280\u8853\uff0c\u53ef\u80fd\u5f9e\u7c21\u55ae\u5230\u8907\u96dc\u4e0d\u7b49\u3002\u4e86\u89e3\u6240\u6d89\u53ca\u7684\u6311\u6230\u5c0d\u65bc\u4efb\u4f55\u5e0c\u671b <a href=\"https:\/\/messengerbot.app\/zh_tw\/how-to-create-your-own-ai-like-chatgpt\/\">\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/a>. \u9019\u88e1\u662f\u7406\u89e3\u904e\u7a0b\u7684\u5168\u9762\u6307\u5357\uff1a<\/p>\n<h3>\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u5e38\u898b\u6311\u6230<\/h3>\n<p>\u5728\u958b\u59cb <a href=\"https:\/\/messengerbot.app\/zh_tw\/how-to-build-a-chatbot-from-scratch\/\">\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba<\/a>, \u53ef\u80fd\u6703\u51fa\u73fe\u5e7e\u500b\u6311\u6230\uff1a<\/p>\n<ul>\n<li><strong>\u4e86\u89e3\u804a\u5929\u6a5f\u5668\u4eba\u7684\u985e\u578b<\/strong>: \u4e3b\u8981\u6709\u5169\u7a2e\u985e\u578b\u7684\u804a\u5929\u6a5f\u5668\u4eba\u3002 <strong>\u57fa\u65bc\u898f\u5247\u7684\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u9075\u5faa\u9810\u5b9a\u7fa9\u7684\u898f\u5247\uff0c\u4e26\u4e14\u66f4\u5bb9\u6613\u69cb\u5efa\uff0c\u9069\u5408\u7528\u65bc\u5e38\u898b\u554f\u984c\u89e3\u7b54\u548c\u57fa\u672c\u5ba2\u6236\u652f\u6301\u7b49\u7c21\u55ae\u4efb\u52d9\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c <strong>\u57fa\u65bc AI \u7684\u804a\u5929\u6a5f\u5668\u4eba<\/strong> \u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u548c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08NLP\uff09\u4f86\u66f4\u6709\u6548\u5730\u7406\u89e3\u548c\u56de\u61c9\u7528\u6236\u67e5\u8a62\uff0c\u9700\u8981\u66f4\u591a\u7684\u6280\u8853\u77e5\u8b58\u548c\u8cc7\u6e90\u3002<\/li>\n<li><strong>\u9078\u64c7\u5408\u9069\u7684\u5e73\u53f0<\/strong>: \u9078\u64c7\u5408\u9069\u7684\u5e73\u53f0\u53ef\u80fd\u6703\u8b93\u4eba\u611f\u5230\u56f0\u96e3\u3002 <strong>\u7121\u9700\u7de8\u78bc\u7684\u5e73\u53f0<\/strong> \u5982 Chatfuel \u548c ManyChat \u5141\u8a31\u7528\u6236\u5728\u4e0d\u5177\u5099\u7de8\u7a0b\u6280\u80fd\u7684\u60c5\u6cc1\u4e0b\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u63d0\u4f9b\u62d6\u653e\u754c\u9762\u548c\u6a21\u677f\u3002\u7136\u800c\uff0c\u5c0d\u65bc\u6709\u7279\u5b9a\u9700\u6c42\u7684\u4f01\u696d\uff0c\u4f7f\u7528 Microsoft Bot Framework \u6216 Google Dialogflow \u7b49\u5e73\u53f0\u9032\u884c\u81ea\u5b9a\u7fa9\u958b\u767c\u53ef\u80fd\u662f\u5fc5\u8981\u7684\uff0c\u9019\u9700\u8981\u7de8\u7a0b\u77e5\u8b58\u3002<\/li>\n<li><strong>\u5b9a\u7fa9\u76ee\u6a19<\/strong>: \u6e05\u695a\u5730\u6982\u8ff0\u60a8\u5e0c\u671b\u804a\u5929\u6a5f\u5668\u4eba\u9054\u6210\u7684\u76ee\u6a19\u662f\u81f3\u95dc\u91cd\u8981\u7684\u3002\u7121\u8ad6\u662f\u7528\u65bc\u5ba2\u6236\u652f\u6301\u9084\u662f\u6f5b\u5728\u5ba2\u6236\u958b\u767c\uff0c\u660e\u78ba\u7684\u76ee\u6a19\u5c07\u6307\u5c0e\u958b\u767c\u904e\u7a0b\u3002<\/li>\n<\/ul>\n<h3>\u7c21\u5316\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u904e\u7a0b<\/h3>\n<p>\u70ba\u4e86\u514b\u670d <a href=\"https:\/\/messengerbot.app\/zh_tw\/how-to-code-a-chat-bot\/\">\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba<\/a>, \u8acb\u8003\u616e\u4ee5\u4e0b\u6b65\u9a5f\u4f86\u7c21\u5316\u958b\u767c\u904e\u7a0b\uff1a<\/p>\n<ul>\n<li><strong>\u8a2d\u8a08\u5c0d\u8a71\u6d41\u7a0b<\/strong>: \u7e6a\u88fd\u4e92\u52d5\u7684\u9032\u5c55\u65b9\u5f0f\u3002\u9810\u6e2c\u7528\u6236\u554f\u984c\u4e26\u8a2d\u8a08\u9069\u7576\u7684\u56de\u61c9\uff0c\u4ee5\u5275\u9020\u7121\u7e2b\u7684\u9ad4\u9a57\u3002<\/li>\n<li><strong>\u6574\u5408 API<\/strong>: \u5c0d\u65bc\u9ad8\u7d1a\u529f\u80fd\uff0c\u6574\u5408\u7b2c\u4e09\u65b9 API \u53ef\u4ee5\u589e\u5f37\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u7684\u80fd\u529b\uff0c\u4f8b\u5982\u652f\u4ed8\u8655\u7406\u6216 CRM \u6574\u5408\u3002<\/li>\n<li><strong>\u6e2c\u8a66\u548c\u8fed\u4ee3<\/strong>: \u767c\u4f48\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6e2c\u8a66\u7248\u672c\uff0c\u6536\u96c6\u7528\u6236\u53cd\u994b\uff0c\u4e26\u6839\u64da\u5be6\u969b\u4e92\u52d5\u6301\u7e8c\u6539\u9032\u3002\u9019\u4e00\u8fed\u4ee3\u904e\u7a0b\u5c0d\u65bc\u5b8c\u5584\u7528\u6236\u9ad4\u9a57\u81f3\u95dc\u91cd\u8981\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u5229\u7528 Coursera \u548c Udemy \u7b49\u5e73\u53f0\u4e0a\u7684\u5728\u7dda\u8ab2\u7a0b\u7b49\u8cc7\u6e90\u53ef\u4ee5\u63d0\u4f9b\u6709\u95dc <a href=\"https:\/\/messengerbot.app\/zh_tw\/messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%e6%95%99%e5%ad%b8\/\">\u5982\u4f55\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u7684\u5bf6\u8cb4\u898b\u89e3<\/a> \u6709\u6548\u5730\u3002\u8207 GitHub \u548c Stack Overflow \u4e0a\u7684\u793e\u7fa4\u4e92\u52d5\u4e5f\u53ef\u4ee5\u63d0\u4f9b\u652f\u63f4\u548c\u6545\u969c\u6392\u9664\u5efa\u8b70\u3002<\/p>\n<h2>\u804a\u5929\u6a5f\u5668\u4eba\u6709\u5229\u53ef\u5716\u55ce\uff1f<\/h2>\n<p>\u662f\u7684\uff0c\u804a\u5929\u6a5f\u5668\u4eba\u5c0d\u65bc\u5404\u884c\u5404\u696d\u7684\u4f01\u696d\u4f86\u8aaa\u53ef\u4ee5\u975e\u5e38\u6709\u5229\u53ef\u5716\u3002\u4ee5\u4e0b\u662f\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u7522\u751f\u6536\u5165\u7684\u5e7e\u7a2e\u65b9\u5f0f\uff1a<\/p>\n<h3>\u804a\u5929\u6a5f\u5668\u4eba\u7684\u7372\u5229\u7b56\u7565<\/h3>\n<p>1. <strong>\u7522\u54c1\u63a8\u85a6<\/strong>: \u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u5206\u6790\u7528\u6236\u884c\u70ba\u548c\u504f\u597d\uff0c\u4ee5\u5efa\u8b70\u76f8\u95dc\u7684\u7522\u54c1\u6216\u670d\u52d9\uff0c\u6709\u6548\u5730\u63d0\u9ad8\u5e73\u5747\u4ea4\u6613\u50f9\u503c\u3002\u6839\u64da\u4e00\u9805\u7814\u7a76\uff0c <a href=\"https:\/\/www.juniperresearch.com\/researchstore\/fintech-payments\/chatbots-ai-2022\" target=\"_blank\" rel=\"noopener\">Juniper Research<\/a>, \u804a\u5929\u6a5f\u5668\u4eba\u9810\u8a08\u5230 2022 \u5e74\u5c07\u901a\u904e\u6539\u5584\u5ba2\u6236\u670d\u52d9\u548c\u92b7\u552e\u6548\u7387\u70ba\u4f01\u696d\u7bc0\u7701\u8d85\u904e $8 \u5104\u7f8e\u5143\u7684\u6210\u672c\u3002<\/p>\n<p>2. <strong>24\/7 \u5ba2\u6236\u652f\u63f4<\/strong>: \u901a\u904e\u63d0\u4f9b\u5168\u5929\u5019\u7684\u5354\u52a9\uff0c\u804a\u5929\u6a5f\u5668\u4eba\u63d0\u9ad8\u4e86\u5ba2\u6236\u6eff\u610f\u5ea6\u548c\u7559\u5b58\u7387\u3002\u9019\u7a2e\u6301\u7e8c\u7684\u53ef\u7528\u6027\u53ef\u4ee5\u5c0e\u81f4\u92b7\u552e\u6a5f\u6703\u7684\u589e\u52a0\uff0c\u56e0\u70ba\u5ba2\u6236\u53ef\u4ee5\u96a8\u6642\u7372\u5f97\u5c0d\u5176\u67e5\u8a62\u7684\u5373\u6642\u56de\u61c9\u3002<\/p>\n<p>3. <strong>\u6f5b\u5728\u5ba2\u6236\u751f\u6210<\/strong>: \u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u5438\u5f15\u7db2\u7ad9\u8a2a\u5ba2\u4e26\u6536\u96c6\u6709\u50f9\u503c\u7684\u4fe1\u606f\uff0c\u5728\u5c07\u6f5b\u5728\u5ba2\u6236\u8f49\u4ea4\u7d66\u92b7\u552e\u5718\u968a\u4e4b\u524d\u9032\u884c\u8cc7\u683c\u5be9\u67e5\u3002\u4e00\u4efd\u4f86\u81ea <a href=\"https:\/\/www.drift.com\" target=\"_blank\" rel=\"noopener\">Drift<\/a> \u8868\u793a\u4f7f\u7528\u804a\u5929\u6a5f\u5668\u4eba\u9032\u884c\u6f5b\u5728\u5ba2\u6236\u958b\u767c\u7684\u4f01\u696d\uff0c\u5176\u8f49\u63db\u7387\u63d0\u9ad8\u4e8630%\u3002<\/p>\n<p>4. <strong>\u6210\u672c\u964d\u4f4e<\/strong>: \u5be6\u65bd\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u901a\u904e\u81ea\u52d5\u5316\u4f8b\u884c\u4efb\u52d9\u4e26\u6e1b\u5c11\u5c0d\u9f90\u5927\u5ba2\u670d\u5718\u968a\u7684\u9700\u6c42\uff0c\u986f\u8457\u964d\u4f4e\u904b\u71df\u6210\u672c\u3002\u6839\u64da <a href=\"https:\/\/www.ibm.com\" target=\"_blank\" rel=\"noopener\">IBM<\/a>, \u4f01\u696d\u5229\u7528\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u5728\u5ba2\u6236\u652f\u6301\u6210\u672c\u4e0a\u7bc0\u7701\u9ad8\u905430%\u3002<\/p>\n<p>5. <strong>\u589e\u5f37\u7684\u7528\u6236\u9ad4\u9a57<\/strong>: \u901a\u904e\u63d0\u4f9b\u500b\u6027\u5316\u7684\u4e92\u52d5\u548c\u5feb\u901f\u89e3\u6c7a\u67e5\u8a62\uff0c\u804a\u5929\u6a5f\u5668\u4eba\u6539\u5584\u4e86\u6574\u9ad4\u7528\u6236\u9ad4\u9a57\u3002\u826f\u597d\u7684\u9ad4\u9a57\u53ef\u4ee5\u4fc3\u4f7f\u91cd\u8907\u8cfc\u8cb7\u548c\u5ba2\u6236\u5fe0\u8aa0\u5ea6\uff0c\u9019\u5c0d\u65bc\u9577\u671f\u76c8\u5229\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n<p>6. <strong>\u8207\u96fb\u5b50\u5546\u52d9\u5e73\u53f0\u7684\u6574\u5408<\/strong>: \u8a31\u591a\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u8207\u96fb\u5b50\u5546\u52d9\u5e73\u53f0\u96c6\u6210\uff0c\u5be6\u73fe\u76f4\u63a5\u5728\u804a\u5929\u754c\u9762\u5167\u7121\u7e2b\u4ea4\u6613\u3002\u9019\u7a2e\u4fbf\u5229\u6027\u53ef\u4ee5\u63d0\u9ad8\u8f49\u63db\u7387\uff0c\u56e0\u70ba\u5ba2\u6236\u53ef\u4ee5\u5728\u4e0d\u96e2\u958b\u804a\u5929\u7684\u60c5\u6cc1\u4e0b\u5b8c\u6210\u8cfc\u8cb7\u3002<\/p>\n<p>\u7e3d\u4e4b\uff0c\u804a\u5929\u6a5f\u5668\u4eba\u4e0d\u50c5\u7c21\u5316\u4e86\u64cd\u4f5c\uff0c\u9084\u5275\u9020\u4e86\u8a31\u591a\u5275\u6536\u6a5f\u6703\uff0c\u4f7f\u5176\u6210\u70ba\u5e0c\u671b\u63d0\u9ad8\u76c8\u5229\u80fd\u529b\u7684\u4f01\u696d\u7684\u5bf6\u8cb4\u8cc7\u7522\u3002\u6b32\u4e86\u89e3\u66f4\u591a\u898b\u89e3\uff0c\u8acb\u53c3\u8003\u5982 <a href=\"https:\/\/www.juniperresearch.com\/researchstore\/fintech-payments\/chatbots-ai-2022\" target=\"_blank\" rel=\"noopener\">Juniper Research<\/a> \u548c <a href=\"https:\/\/www.ibm.com\" target=\"_blank\" rel=\"noopener\">IBM<\/a>\u7684\u804a\u5929\u6a5f\u5668\u4eba\u6548\u7387\u548c\u6210\u672c\u7bc0\u7701\u7684\u7814\u7a76\u3002<\/p>\n<h3>\u6210\u529f\u804a\u5929\u6a5f\u5668\u4eba\u5be6\u65bd\u7684\u6848\u4f8b\u7814\u7a76<\/h3>\n<p>\u8a31\u591a\u516c\u53f8\u5df2\u6210\u529f\u5c07\u804a\u5929\u6a5f\u5668\u4eba\u6574\u5408\u5230\u5176\u904b\u71df\u4e2d\uff0c\u5c55\u793a\u4e86\u5176\u76c8\u5229\u80fd\u529b\u3002\u4f8b\u5982\uff0c <a href=\"https:\/\/www.zendesk.com\" target=\"_blank\" rel=\"noopener\">Zendesk<\/a> \u5229\u7528\u804a\u5929\u6a5f\u5668\u4eba\u63d0\u5347\u5ba2\u6236\u670d\u52d9\uff0c\u5f9e\u800c\u6539\u5584\u4e86\u97ff\u61c9\u6642\u9593\u548c\u5ba2\u6236\u6eff\u610f\u5ea6\u3002\u540c\u6a23\uff0c <a href=\"https:\/\/www.shopify.com\" target=\"_blank\" rel=\"noopener\">Shopify<\/a> \u5229\u7528\u804a\u5929\u6a5f\u5668\u4eba\u5354\u52a9\u5546\u5bb6\u7ba1\u7406\u4ed6\u5011\u7684\u5546\u5e97\uff0c\u5f9e\u800c\u589e\u52a0\u92b7\u552e\u548c\u5ba2\u6236\u53c3\u8207\u5ea6\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u50cf\u662f <a href=\"https:\/\/www.sephora.com\" target=\"_blank\" rel=\"noopener\">Sephora<\/a> \u5df2\u7d93\u5be6\u65bd\u804a\u5929\u6a5f\u5668\u4eba\u4f86\u63d0\u4f9b\u500b\u6027\u5316\u7684\u7522\u54c1\u63a8\u85a6\uff0c\u986f\u8457\u63d0\u5347\u4e86\u4ed6\u5011\u7684\u92b7\u552e\u6578\u5b57\u3002\u9019\u4e9b\u4f8b\u5b50\u8aaa\u660e\u4e86\u6709\u6548\u7684\u804a\u5929\u6a5f\u5668\u4eba\u7b56\u7565\u5982\u4f55\u5e36\u4f86\u53ef\u89c0\u7684\u8ca1\u52d9\u5229\u76ca\u548c\u6539\u5584\u7684\u5ba2\u6236\u9ad4\u9a57\u3002<\/p>\n<p>\u5982\u9700\u66f4\u591a\u95dc\u65bc\u804a\u5929\u6a5f\u5668\u4eba\u5be6\u65bd\u7684\u898b\u89e3\uff0c\u60a8\u53ef\u4ee5\u63a2\u7d22 <a href=\"https:\/\/messengerbot.app\/zh_tw\/%e9%a1%9b%e8%a6%86%e5%ae%a2%e6%88%b6%e6%94%af%e6%8c%81%ef%bc%8c%e6%8f%ad%e7%a4%ba%e6%9c%80%e4%bd%b3%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%e5%92%8c\/\" target=\"_self\">\u9019\u7bc7\u6587\u7ae0<\/a> \u8a0e\u8ad6\u5404\u7a2e\u6210\u529f\u7684\u804a\u5929\u6a5f\u5668\u4eba\u61c9\u7528\u65bc\u4e0d\u540c\u7522\u696d\u7684\u6587\u7ae0\u3002<\/p>\n<h2>\u5982\u4f55\u7528 Python \u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\uff1f<\/h2>\n<p>\u7528 Python \u5f9e\u96f6\u958b\u59cb\u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u662f\u4e00\u500b\u4ee4\u4eba\u8208\u596e\u7684\u5192\u96aa\uff0c\u8b93\u60a8\u80fd\u5920\u5229\u7528\u4eba\u5de5\u667a\u6167\u548c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u7684\u529b\u91cf\u3002Python \u662f\u8a31\u591a\u958b\u767c\u8005\u7684\u9996\u9078\u8a9e\u8a00\uff0c\u56e0\u70ba\u5b83\u7684\u7c21\u55ae\u6027\u548c\u53ef\u7528\u65bc\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u7684\u5ee3\u6cdb\u5eab\u3002\u9019\u88e1\u6709\u4e00\u500b\u9010\u6b65\u6307\u5357\uff0c\u5e6b\u52a9\u60a8\u958b\u59cb\u3002<\/p>\n<h3>\u7528 Python \u5efa\u7acb\u804a\u5929\u6a5f\u5668\u4eba\u7684\u9010\u6b65\u6307\u5357<\/h3>\n<p>1. <strong>\u5b9a\u7fa9\u76ee\u7684\uff1a<\/strong> \u5728\u958b\u59cb\u7de8\u78bc\u4e4b\u524d\uff0c\u660e\u78ba\u60a8\u5e0c\u671b\u804a\u5929\u6a5f\u5668\u4eba\u5be6\u73fe\u4ec0\u9ebc\u76ee\u6a19\u3002\u662f\u7528\u65bc\u5ba2\u6236\u652f\u6301\u3001\u6f5b\u5728\u5ba2\u6236\u751f\u6210\uff0c\u9084\u662f\u53ea\u662f\u70ba\u4e86\u5a1b\u6a02\uff1f\u7406\u89e3\u76ee\u7684\u5c07\u6307\u5c0e\u60a8\u7684\u8a2d\u8a08\u548c\u529f\u80fd\u3002<\/p>\n<p>2. <strong>\u8a2d\u7f6e\u4f60\u7684\u74b0\u5883\uff1a<\/strong> \u78ba\u4fdd\u60a8\u5728\u60a8\u7684\u6a5f\u5668\u4e0a\u5b89\u88dd\u4e86 Python\u3002\u60a8\u53ef\u4ee5\u5f9e\u9019\u88e1\u4e0b\u8f09\u5b83\uff1a <a href=\"https:\/\/www.python.org\/downloads\/\" target=\"_blank\" rel=\"noopener\">\u5b98\u65b9 Python \u7db2\u7ad9<\/a>. \u6b64\u5916\uff0c\u8003\u616e\u4f7f\u7528\u50cf PyCharm \u6216 Visual Studio Code \u9019\u6a23\u7684 IDE \u4ee5\u7372\u5f97\u66f4\u597d\u7684\u7de8\u78bc\u9ad4\u9a57\u3002<\/p>\n<p>3. <strong>\u9078\u64c7\u4e00\u500b\u6846\u67b6\uff1a<\/strong> \u6709\u5e7e\u500b\u6846\u67b6\u53ef\u7528\u65bc\u5728 Python \u4e2d\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4f8b\u5982 <a href=\"https:\/\/github.com\/RasaHQ\/rasa\" target=\"_blank\" rel=\"noopener\">Rasa<\/a>, <a href=\"https:\/\/github.com\/microsoft\/BotFramework\" target=\"_blank\" rel=\"noopener\">Microsoft Bot Framework<\/a>, \u4ee5\u53ca <a href=\"https:\/\/github.com\/ChatScript\/ChatScript\" target=\"_blank\" rel=\"noopener\">\u804a\u5929\u8173\u672c<\/a>. Rasa \u7279\u5225\u53d7\u6b61\u8fce\uff0c\u56e0\u70ba\u5b83\u7684\u9748\u6d3b\u6027\u548c\u6613\u7528\u6027\u3002<\/p>\n<p>4. <strong>\u5be6\u73fe\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP)\uff1a<\/strong> \u4f7f\u7528\u50cf <a href=\"https:\/\/spacy.io\/\" target=\"_blank\" rel=\"noopener\">spaCy<\/a> \u6216 <a href=\"https:\/\/www.nltk.org\/\" target=\"_blank\" rel=\"noopener\">NLTK<\/a> \u9019\u6a23\u7684\u5eab\u4f86\u8655\u7406\u7528\u6236\u8f38\u5165\u3002\u9019\u4e9b\u5eab\u6709\u52a9\u65bc\u7406\u89e3\u548c\u751f\u6210\u985e\u4f3c\u4eba\u985e\u7684\u56de\u61c9\u3002<\/p>\n<p>5. <strong>\u958b\u767c\u804a\u5929\u6a5f\u5668\u4eba\u908f\u8f2f\uff1a<\/strong> \u5275\u5efa\u5c0d\u8a71\u6d41\u7a0b\u548c\u908f\u8f2f\u3002\u9019\u6d89\u53ca\u5b9a\u7fa9\u610f\u5716\u3001\u5be6\u9ad4\u548c\u56de\u61c9\u3002\u6839\u64da\u60a8\u7684\u9700\u6c42\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7c21\u55ae\u7684 if-else \u7d50\u69cb\u6216\u66f4\u8907\u96dc\u7684\u72c0\u614b\u7ba1\u7406\u3002<\/p>\n<p>6. <strong>\u6e2c\u8a66\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff1a<\/strong> \u6e2c\u8a66\u81f3\u95dc\u91cd\u8981\u3002\u4f7f\u7528\u5404\u7a2e\u8f38\u5165\u4f86\u67e5\u770b\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u5982\u4f55\u56de\u61c9\u3002\u9019\u5c07\u5e6b\u52a9\u60a8\u8b58\u5225\u6539\u9032\u7684\u9818\u57df\u3002<\/p>\n<p>7. <strong>\u90e8\u7f72\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff1a<\/strong> \u4e00\u65e6\u5c0d\u6027\u80fd\u611f\u5230\u6eff\u610f\uff0c\u5c07\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u90e8\u7f72\u5230 Facebook Messenger\u3001Slack \u6216\u60a8\u7684\u7db2\u7ad9\u7b49\u5e73\u53f0\u4e0a\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u50cf <a href=\"https:\/\/messengerbot.app\/zh_tw\/\">Messenger \u6a5f\u5668\u4eba<\/a> \u9019\u6a23\u7684\u5de5\u5177\u9032\u884c\u8f15\u9b06\u96c6\u6210\u3002<\/p>\n<h3>\u5728 Python \u4e2d\u5275\u5efa\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6700\u4f73\u5be6\u8e10<\/h3>\n<p>\u70ba\u4e86\u78ba\u4fdd\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u6709\u6548\u4e14\u6613\u65bc\u4f7f\u7528\uff0c\u8acb\u8003\u616e\u4ee5\u4e0b\u6700\u4f73\u5be6\u8e10\uff1a<\/p>\n<ul>\n<li><strong>\u4fdd\u6301\u7c21\u55ae\uff1a<\/strong> \u5f9e\u57fa\u672c\u529f\u80fd\u958b\u59cb\uff0c\u9010\u6b65\u6dfb\u52a0\u66f4\u591a\u529f\u80fd\u3002\u9019\u7a2e\u65b9\u6cd5\u6709\u52a9\u65bc\u7ba1\u7406\u8907\u96dc\u6027\u4e26\u6539\u5584\u7528\u6236\u9ad4\u9a57\u3002<\/li>\n<li><strong>\u4f7f\u7528\u6e05\u6670\u7684\u8a9e\u8a00\uff1a<\/strong> \u78ba\u4fdd\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u4ee5\u6e05\u6670\u7c21\u6f54\u7684\u65b9\u5f0f\u9032\u884c\u4ea4\u6d41\u3002\u9664\u975e\u5fc5\u8981\uff0c\u5426\u5247\u907f\u514d\u4f7f\u7528\u884c\u8a71\u3002<\/li>\n<li><strong>\u7d0d\u5165\u53cd\u994b\uff1a<\/strong> \u5141\u8a31\u7528\u6236\u63d0\u4f9b\u5c0d\u5176\u9ad4\u9a57\u7684\u53cd\u994b\u3002\u9019\u4e9b\u4fe1\u606f\u5c0d\u65bc\u6539\u9032\u81f3\u95dc\u91cd\u8981\u3002<\/li>\n<li><strong>\u76e3\u63a7\u7e3e\u6548\uff1a<\/strong> \u4f7f\u7528\u5206\u6790\u5de5\u5177\u4f86\u8ffd\u8e64\u7528\u6236\u5982\u4f55\u8207\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u4e92\u52d5\u3002\u9019\u4e9b\u6578\u64da\u53ef\u4ee5\u5e6b\u52a9\u60a8\u5b8c\u5584\u56de\u61c9\u4e26\u589e\u5f37\u53c3\u8207\u5ea6\u3002<\/li>\n<li><strong>\u4fdd\u6301\u66f4\u65b0\uff1a<\/strong> \u6280\u8853\u548c\u7528\u6236\u671f\u671b\u4e0d\u65b7\u6f14\u8b8a\u3002\u5b9a\u671f\u66f4\u65b0\u60a8\u7684\u804a\u5929\u6a5f\u5668\u4eba\u4ee5\u7d0d\u5165\u65b0\u529f\u80fd\u548c\u6539\u9032\u3002<\/li>\n<\/ul>\n<p>\u901a\u904e\u9075\u5faa\u9019\u4e9b\u6b65\u9a5f\u548c\u6700\u4f73\u5be6\u8e10\uff0c\u60a8\u53ef\u4ee5\u6210\u529f\u5730\u5f9e\u982d\u958b\u59cb\u5728 Python \u4e2d\u69cb\u5efa\u4e00\u500b\u6eff\u8db3\u60a8\u7279\u5b9a\u9700\u6c42\u4e26\u589e\u5f37\u7528\u6236\u4e92\u52d5\u7684\u804a\u5929\u6a5f\u5668\u4eba\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_tw\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/\" data-essbisPostTitle=\"How to Build a Chatbot from Scratch: A Comprehensive Guide to Creating Your Own AI Chatbot in Python\" data-essbisHoverContainer=\"\"><p>In today&#8217;s digital landscape, the ability to build a chatbot from scratch has become an invaluable skill for developers and businesses alike. This comprehensive guide will walk you through the essential steps and considerations involved in creating a chatbot, whether you&#8217;re a seasoned programmer or a curious beginner. We will explore fundamental questions such as, [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":253765,"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-253764","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/posts\/253764","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/comments?post=253764"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/posts\/253764\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/media\/253765"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/media?parent=253764"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/categories?post=253764"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/tags?post=253764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}