{"id":4910,"date":"2024-10-19T13:12:21","date_gmt":"2024-10-19T05:12:21","guid":{"rendered":"https:\/\/nullthought.net\/?p=4910"},"modified":"2025-02-23T11:09:46","modified_gmt":"2025-02-23T03:09:46","slug":"ai%e7%9a%84%e5%8e%86%e5%8f%b2%e3%80%81%e7%8e%b0%e7%8a%b6%e4%b8%8e%e6%9c%aa%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4910","title":{"rendered":"AI\u7684\u5386\u53f2\u3001\u73b0\u72b6\u4e0e\u672a\u6765"},"content":{"rendered":"\n<p>\u5e94\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u7684\u9080\u8bf7\uff0c\u00a0Tom Mitchell\uff08\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\uff0cCMU\uff09\u548c<a href=\"https:\/\/www.linkedin.com\/in\/erichorvitz\" target=\"_blank\" rel=\"noreferrer noopener\">Eric Horvitz<\/a>\uff08Chief Scientific Officer of Microsoft\uff09\u5171\u540c\u64b0\u5199\u4e86\u8fd9\u7bc7\u9898\u4e3a<strong><a href=\"https:\/\/www.erichorvitz.com\/AI_Overview_History_Status_Futures_February_2024.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Scientific Progress in Artificial Intelligence: History, Status, and Futures<\/a><\/strong>\uff08\u300a\u4eba\u5de5\u667a\u80fd\u7684\u79d1\u5b66\u8fdb\u5c55\uff1a\u5386\u53f2\u3001\u73b0\u72b6\u4e0e\u672a\u6765\u300b\uff09\u7684\u6982\u8ff0\u3002\u6587\u7ae0\u4e0d\u4ec5\u63a2\u8ba8\u4e86AI\u4f5c\u4e3a\u4e00\u95e8\u5b66\u79d1\u7684\u8d77\u6e90\u548c\u6f14\u53d8\uff0c\u8fd8\u6df1\u5165\u5206\u6790\u4e86AI\u6280\u672f\u4e2d\u7684\u5173\u952e\u521b\u65b0\u548c\u6311\u6218\uff0c\u5c55\u671b\u4e86AI\u5728\u672a\u6765\u53ef\u80fd\u7684\u7814\u7a76\u65b9\u5411\u4e0e\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/A-PROPOSAL-FOR-THE-DARTMOUTH-SUMMER-RESEARCH-PROJECT-ON-ARTIFICIAL-INTELLIGENCE-1024x576.png\" alt=\"\" class=\"wp-image-4911\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/A-PROPOSAL-FOR-THE-DARTMOUTH-SUMMER-RESEARCH-PROJECT-ON-ARTIFICIAL-INTELLIGENCE-1024x576.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/A-PROPOSAL-FOR-THE-DARTMOUTH-SUMMER-RESEARCH-PROJECT-ON-ARTIFICIAL-INTELLIGENCE-300x169.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/A-PROPOSAL-FOR-THE-DARTMOUTH-SUMMER-RESEARCH-PROJECT-ON-ARTIFICIAL-INTELLIGENCE-768x432.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/A-PROPOSAL-FOR-THE-DARTMOUTH-SUMMER-RESEARCH-PROJECT-ON-ARTIFICIAL-INTELLIGENCE.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/home.dartmouth.edu\/about\/artificial-intelligence-ai-coined-dartmouth\" target=\"_blank\" rel=\"noreferrer noopener\">Artificial Intelligence Coined at Dartmouth<\/a><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u4eba\u5de5\u667a\u80fd\u7684\u5b9a\u4e49\u4e0e\u76ee\u6807<\/strong><\/h5>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6700\u65e9\u7531\u7f8e\u56fd\u4eba\u5de5\u667a\u80fd\u4fc3\u8fdb\u4f1a\uff08AAAI\uff09\u5b9a\u4e49\u4e3a\u201c\u8ffd\u6c42\u7406\u89e3\u601d\u7ef4\u548c\u667a\u80fd\u884c\u4e3a\u673a\u5236\u5e76\u5c06\u5176\u4f53\u73b0\u5728\u673a\u5668\u4e2d\u7684\u79d1\u5b66\u7814\u7a76\u9886\u57df\u3002\u201d\u5b83\u6db5\u76d6\u4e86\u8bf8\u5982\u6570\u636e\u5b66\u4e60\u3001\u77e5\u8bc6\u8868\u793a\u3001\u63a8\u7406\u3001\u95ee\u9898\u89e3\u51b3\u3001\u89c4\u5212\u3001\u8bed\u8a00\u7406\u89e3\u548c\u89c6\u89c9\u611f\u77e5\u7b49\u591a\u79cd\u80fd\u529b\u3002AI\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5f00\u53d1\u80fd\u591f\u6a21\u4eff\u4eba\u7c7b\u667a\u80fd\u6267\u884c\u4efb\u52a1\u7684\u7cfb\u7edf\u3002AI\u5728\u8fc7\u53bb20\u5e74\u4ece\u4e00\u4e2a\u5c0f\u4f17\u7684\u5b66\u672f\u9886\u57df\uff0c\u8fc5\u901f\u53d1\u5c55\u6210\u4e3a\u5f71\u54cd\u5e7f\u6cdb\u7684\u6280\u672f\u9886\u57df\uff0c\u5e94\u7528\u8303\u56f4\u904d\u5e03\u5de5\u4e1a\u3001\u533b\u7597\u3001\u6559\u80b2\u7b49\u591a\u4e2a\u9886\u57df\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u4eba\u5de5\u667a\u80fd\u7684\u5386\u53f2\u80cc\u666f<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65e9\u671f\u601d\u60f3\u7684\u5f62\u6210<\/strong>\uff1a\u5c3d\u7ba1AI\u7684\u73b0\u4ee3\u5b9a\u4e49\u51fa\u73b0\u572820\u4e16\u7eaa\uff0c\u4f46\u601d\u8003\u5982\u4f55\u901a\u8fc7\u673a\u68b0\u5316\u7cfb\u7edf\u6a21\u62df\u4eba\u7c7b\u601d\u7ef4\u7684\u60f3\u6cd5\u53ef\u4ee5\u8ffd\u6eaf\u5230\u6570\u767e\u5e74\u524d\u300220\u4e16\u7eaa\u65e9\u671f\u7684\u5173\u952e\u7406\u8bba\u7a81\u7834\uff0c\u5305\u62ec\u56fe\u7075\u7684\u53ef\u8ba1\u7b97\u6027\u7406\u8bba\u3001\u51af\u00b7\u8bfa\u4f9d\u66fc\u7684\u901a\u7528\u8ba1\u7b97\u673a\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u9ea6\u5361\u6d1b\u514b\u548c\u76ae\u8328\u5173\u4e8e\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\u7684\u8ba1\u7b97\u62bd\u8c61\u7814\u7a76\uff0c\u90fd\u4e3aAI\u7684\u672a\u6765\u53d1\u5c55\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/li>\n\n\n\n<li><strong>1956\u5e74\u8fbe\u7279\u8305\u65af\u4f1a\u8bae<\/strong>\uff1a<a href=\"https:\/\/home.dartmouth.edu\/about\/artificial-intelligence-ai-coined-dartmouth\" target=\"_blank\" rel=\"noreferrer noopener\">AI\u7684\u8bde\u751f\u6807\u5fd7\u6027\u4e8b\u4ef6\u662f1956\u5e74\u8fbe\u7279\u8305\u65af\u590f\u5b63\u4f1a\u8bae<\/a>\uff0c\u7531\u7ea6\u7ff0\u00b7\u9ea6\u5361\u9521\u3001\u9a6c\u6587\u00b7\u660e\u65af\u57fa\u3001\u7eb3\u6492\u5c3c\u5c14\u00b7\u7f57\u5207\u65af\u7279\u548c\u514b\u52b3\u5fb7\u00b7\u9999\u519c\u5171\u540c\u64b0\u5199\u7684\u4f1a\u8bae\u63d0\u6848\u9996\u6b21\u4f7f\u7528\u4e86\u201c\u4eba\u5de5\u667a\u80fd\u201d\u4e00\u8bcd\u3002\u8be5\u63d0\u6848\u8bbe\u5b9a\u4e86AI\u7684\u7814\u7a76\u76ee\u6807\uff1a\u4f7f\u673a\u5668\u80fd\u591f\u4f7f\u7528\u8bed\u8a00\u3001\u5f62\u6210\u62bd\u8c61\u548c\u6982\u5ff5\u3001\u89e3\u51b3\u95ee\u9898\uff0c\u5e76\u81ea\u884c\u6539\u8fdb\u3002\u6b64\u6b21\u4f1a\u8bae\u88ab\u89c6\u4e3aAI\u4f5c\u4e3a\u72ec\u7acb\u5b66\u79d1\u7684\u6b63\u5f0f\u5f00\u7aef\uff0c\u5e76\u4e3a\u4e4b\u540e\u7684\u51e0\u5341\u5e74\u5960\u5b9a\u4e86\u7814\u7a76\u65b9\u5411\u3002<\/li>\n\n\n\n<li><strong>AI\u5b50\u9886\u57df\u7684\u5f62\u6210<\/strong>\uff1a\u968f\u7740AI\u5b66\u79d1\u7684\u9010\u6e10\u6210\u719f\uff0c\u7814\u7a76\u9886\u57df\u5f00\u59cb\u5206\u5316\u4e3a\u591a\u4e2a\u5b50\u9886\u57df\uff0c\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u95ee\u9898\u89e3\u51b3\u3001\u89c6\u89c9\u3001\u673a\u5668\u4eba\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7b49\u3002\u4e0d\u540c\u7684\u7814\u7a76\u793e\u533a\u9010\u6e10\u5f62\u6210\uff0c\u5e76\u56f4\u7ed5\u7b26\u53f7\u63a8\u7406\u3001\u7edf\u8ba1\u65b9\u6cd5\u548c\u795e\u7ecf\u7f51\u7edc\u7b49\u4e0d\u540c\u7684\u6280\u672f\u8def\u5f84\u5c55\u5f00\u7814\u7a76\uff0c\u5f62\u6210\u4e86AI\u7684\u591a\u6837\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u8868\u793a\u4e0e\u63a8\u7406\u673a\u5236\u7684\u6280\u672f\u6f14\u8fdb<\/strong><\/h5>\n\n\n\n<p>AI\u7684\u53d1\u5c55\u5386\u7a0b\u53ef\u4ee5\u901a\u8fc7\u5176\u5728\u8868\u793a\u548c\u63a8\u7406\u673a\u5236\u4e0a\u7684\u6280\u672f\u6f14\u53d8\u6765\u7406\u89e3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b26\u53f7\u63a8\u7406\u7684\u4e3b\u5bfc<\/strong>\uff1a\u5728AI\u53d1\u5c55\u7684\u524d\u51e0\u4e2a\u5341\u5e74\uff0c\u7b26\u53f7\u8868\u793a\u548c\u903b\u8f91\u63a8\u7406\u5360\u636e\u4e86\u4e3b\u5bfc\u5730\u4f4d\u3002\u4e13\u5bb6\u7cfb\u7edf\uff08\u5982\u57fa\u4e8e\u89c4\u5219\u7684\u201cif-then\u201d\u63a8\u7406\uff09\u66fe\u57281970\u5e74\u4ee3\u548c1980\u5e74\u4ee3\u5e7f\u53d7\u5173\u6ce8\uff0c\u5c24\u5176\u662f\u6355\u6349\u4e13\u5bb6\u77e5\u8bc6\u5e76\u5e94\u7528\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u63a8\u7406\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u903b\u8f91\u5230\u7edf\u8ba1<\/strong>\uff1a\u5230\u4e861980\u5e74\u4ee3\u4e2d\u671f\uff0cAI\u7814\u7a76\u5f00\u59cb\u4ece\u7b26\u53f7\u903b\u8f91\u63a8\u7406\u8f6c\u5411\u7edf\u8ba1\u65b9\u6cd5\uff0c\u7279\u522b\u662f\u5728\u533b\u7597\u8bca\u65ad\u548c\u51b3\u7b56\u652f\u6301\u7b49\u73b0\u5b9e\u5e94\u7528\u4e2d\u3002\u8d1d\u53f6\u65af\u7f51\u7edc\u7b49\u6982\u7387\u6a21\u578b\u9010\u6e10\u5174\u8d77\uff0c\u5e2e\u52a9AI\u7cfb\u7edf\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u4e2d\u5927\u91cf\u4e0d\u786e\u5b9a\u6027\u7684\u95ee\u9898\u3002\u7edf\u8ba1\u63a8\u7406\u4e0d\u4ec5\u53ef\u4ee5\u57fa\u4e8e\u73b0\u6709\u6570\u636e\u8fdb\u884c\u63a8\u65ad\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8ba1\u7b97\u989d\u5916\u4fe1\u606f\u7684\u9884\u671f\u4ef7\u503c\u6765\u6307\u5bfc\u6536\u96c6\u66f4\u591a\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u795e\u7ecf\u7f51\u7edc\u7684\u56de\u5f52\u4e0e\u5d1b\u8d77<\/strong>\uff1a\u5c3d\u7ba1\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u65e9\u57281960\u5e74\u4ee3\u4fbf\u5df2\u5f00\u59cb\uff0c\u4f46\u5176\u5728\u65e9\u671f\u7684\u53d1\u5c55\u4e2d\u88ab\u7b26\u53f7\u65b9\u6cd5\u6240\u63a9\u76d6\u3002\u5230\u4e8621\u4e16\u7eaa\uff0c\u795e\u7ecf\u7f51\u7edc\uff08\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\uff09\u518d\u6b21\u5d1b\u8d77\uff0c\u6210\u4e3a\u63a8\u52a8AI\u9886\u57df\u5feb\u901f\u53d1\u5c55\u7684\u6838\u5fc3\u6280\u672f\u3002\u65e9\u671f\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5982\u611f\u77e5\u673a\u548c\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\uff0c\u9010\u6e10\u6f14\u53d8\u4e3a\u4eca\u5929\u7684\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\uff0c\u5e76\u5728\u591a\u4e2a\u9886\u57df\uff08\u5982\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u8bed\u97f3\u8bc6\u522b\uff09\u53d6\u5f97\u7a81\u7834\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4. <strong>\u673a\u5668\u5b66\u4e60\u4f5c\u4e3a\u73b0\u4ee3AI\u7684\u57fa\u7840<\/strong><\/h5>\n\n\n\n<p>\u673a\u5668\u5b66\u4e60\u662f\u5f53\u524dAI\u6280\u672f\u7684\u6838\u5fc3\u3002\u6587\u7ae0\u4e2d\u8be6\u7ec6\u89e3\u91ca\u4e86\u673a\u5668\u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u6765\u6539\u8fdb\u4efb\u52a1\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u901a\u8fc7\u4f7f\u7528\u5e26\u6807\u7b7e\u7684\u6570\u636e\u96c6\uff0c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u80fd\u591f\u5b66\u4e60\u5982\u4f55\u8fdb\u884c\u5206\u7c7b\u548c\u9884\u6d4b\u3002\u6587\u7ae0\u4e2d\u63d0\u5230\u7684\u7ecf\u5178\u4f8b\u5b50\u662f\u4fe1\u7528\u5361\u6b3a\u8bc8\u68c0\u6d4b\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u901a\u8fc7\u5206\u6790\u5927\u91cf\u5386\u53f2\u4ea4\u6613\u6570\u636e\uff0c\u5b66\u4e60\u54ea\u4e9b\u4ea4\u6613\u53ef\u80fd\u662f\u6b3a\u8bc8\u3002<\/li>\n\n\n\n<li><strong>\u975e\u76d1\u7763\u4e0e\u81ea\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u65e0\u76d1\u7763\u5b66\u4e60\u65e0\u9700\u6807\u7b7e\u6570\u636e\uff0c\u901a\u8fc7\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u6765\u8fdb\u884c\u5206\u6790\u3002\u800c\u81ea\u76d1\u7763\u5b66\u4e60\u5219\u662f\u4e00\u79cd\u65b0\u5174\u7684\u91cd\u8981\u65b9\u6cd5\uff0c\u5b83\u5229\u7528\u5927\u91cf\u672a\u6807\u6ce8\u7684\u6570\u636e\u96c6\uff0c\u901a\u8fc7\u201c\u586b\u7a7a\u201d\u5f62\u5f0f\u7684\u4efb\u52a1\uff08\u5982\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u6216\u56fe\u50cf\u4e2d\u7684\u7f3a\u5931\u90e8\u5206\uff09\u6765\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u964d\u4f4e\u4e86\u5bf9\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\uff0c\u63a8\u52a8\u4e86\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982BERT\u548cGPT\uff09\u7684\u53d1\u5c55\u3002<\/li>\n\n\n\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u7684\u7a81\u7834<\/strong>\uff1a\u6df1\u5ea6\u5b66\u4e60\u901a\u8fc7\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u5f0f\u5b9e\u73b0\u4e86\u81ea\u52a8\u5b66\u4e60\u590d\u6742\u7684\u8868\u793a\uff0c\u4f7fAI\u5728\u591a\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u5c55\u3002\u7279\u522b\u662f2009\u5e74\u5728Switchboard\u8bed\u97f3\u8bc6\u522b\u4efb\u52a1\u4e0a\u7684\u7a81\u7834\uff0c\u4ee5\u53ca2012\u5e74AlexNet\u5728ImageNet\u7ade\u8d5b\u4e2d\u7684\u6210\u529f\uff0c\u6807\u5fd7\u7740\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u7684\u5230\u6765\u3002\u6df1\u5ea6\u5b66\u4e60\u4e0d\u4ec5\u5728\u8bed\u97f3\u3001\u56fe\u50cf\u7b49\u9886\u57df\u8868\u73b0\u4f18\u5f02\uff0c\u8fd8\u5728\u533b\u7597\u5f71\u50cf\u5206\u6790\u4e2d\u8868\u73b0\u51fa\u4e13\u4e1a\u6c34\u51c6\uff08\u5982CheXNet\u7cfb\u7edf\u5bf9\u80ba\u708e\u7684\u51c6\u786e\u8bca\u65ad\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">5. <strong>\u751f\u6210\u6a21\u578b\u4e0e\u5224\u522b\u6a21\u578b<\/strong><\/h5>\n\n\n\n<p>AI\u6a21\u578b\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\u751f\u6210\u6a21\u578b\u548c\u5224\u522b\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5224\u522b\u6a21\u578b<\/strong>\uff1a\u5224\u522b\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u4e0e\u6807\u7b7e\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884c\u5206\u7c7b\u3002\u4f8b\u5982\uff0c\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u5668\u901a\u8fc7\u5206\u6790\u90ae\u4ef6\u7279\u5f81\uff0c\u5c06\u5176\u5206\u7c7b\u4e3a\u5783\u573e\u90ae\u4ef6\u6216\u975e\u5783\u573e\u90ae\u4ef6\u3002\u5224\u522b\u6a21\u578b\u4f7f\u7528\u5982\u903b\u8f91\u56de\u5f52\u3001\u652f\u6301\u5411\u91cf\u673a\u3001\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7b49\u65b9\u6cd5\u6765\u5b8c\u6210\u5206\u7c7b\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u6a21\u578b<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7684\u5206\u5e03\u6765\u751f\u6210\u7c7b\u4f3c\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u65b0\u6570\u636e\u3002\u4f8b\u5982\uff0c\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09\u901a\u8fc7\u5b66\u4e60\u5982\u4f55\u751f\u6210\u903c\u771f\u7684\u56fe\u50cf\uff0c\u800cTransformers\u7b49\u751f\u6210\u6a21\u578b\u5219\u901a\u8fc7\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u6216\u56fe\u50cf\u7247\u6bb5\u6765\u751f\u6210\u8fde\u7eed\u7684\u6570\u636e\u3002\u8fd9\u7c7b\u6a21\u578b\u5df2\u7ecf\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u751f\u6210\u3001\u6587\u672c\u751f\u6210\u3001\u79d1\u5b66\u6a21\u62df\u548c\u86cb\u767d\u8d28\u8bbe\u8ba1\u7b49\u9886\u57df\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">6. <strong>AI\u7684\u5173\u952e\u521b\u65b0\uff1aTransformer\u67b6\u6784<\/strong><\/h5>\n\n\n\n<p>\u6587\u7ae0\u7279\u522b\u63d0\u5230\u4e86Transformer\u67b6\u6784\u5728AI\u4e2d\u7684\u91cd\u8981\u6027\u3002<a href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_blank\" rel=\"noreferrer noopener\">\u7531Vaswani\u7b49\u4eba\u63d0\u51fa\u7684Transformer\u6a21\u578b\u901a\u8fc7\u201c\u6ce8\u610f\u529b\u673a\u5236\u201d\u5728\u5e8f\u5217\u751f\u6210\u65f6\u5b66\u4e60\u5982\u4f55\u5173\u6ce8\u8f93\u5165\u5e8f\u5217\u7684\u4e0d\u540c\u90e8\u5206\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u7406\u89e3\u66f4\u5e7f\u6cdb\u7684\u4e0a\u4e0b\u6587<\/a>\u3002\u8fd9\u4e00\u521b\u65b0\u4e0d\u4ec5\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8fd8\u5728\u56fe\u50cf\u5904\u7406\u548c\u591a\u6a21\u6001\u6570\u636e\u5efa\u6a21\u4e2d\u8868\u73b0\u51fa\u8272\u3002Transformer\u6a21\u578b\u7ed3\u5408\u81ea\u76d1\u7763\u5b66\u4e60\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">7. <strong>\u81ea\u76d1\u7763\u5b66\u4e60\u4e0e\u6307\u4ee4\u5fae\u8c03<\/strong><\/h5>\n\n\n\n<p>\u81ea\u76d1\u7763\u5b66\u4e60\u7ed3\u5408\u4e86\u5927\u89c4\u6a21\u591a\u6837\u5316\u6570\u636e\u96c6\u7684\u8bad\u7ec3\uff0c\u4f7f\u5f97AI\u6a21\u578b\u80fd\u591f\u4ece\u672a\u6807\u6ce8\u7684\u6d77\u91cf\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u8fd9\u4e5f\u662f\u50cfBERT\u548cGPT\u7b49\u57fa\u7840\u6a21\u578b\u53d6\u5f97\u6210\u529f\u7684\u5173\u952e\u3002\u6307\u4ee4\u5fae\u8c03\uff08Instruction Tuning\uff09\u662f\u53e6\u5916\u4e00\u4e2a\u91cd\u8981\u7684\u521b\u65b0\uff0c\u5b83\u901a\u8fc7\u8ba9\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u6839\u636e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u6267\u884c\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u8fdb\u4e00\u6b65\u6539\u8fdb\u6a21\u578b\u7684\u8f93\u51fa\u3002\u8fd9\u79cd\u65b9\u6cd5\u589e\u5f3a\u4e86\u6a21\u578b\u4e0e\u4eba\u7c7b\u7684\u4ea4\u4e92\u80fd\u529b\uff0c\u4f7f\u5f97AI\u80fd\u591f\u66f4\u81ea\u7136\u5730\u7406\u89e3\u5e76\u54cd\u5e94\u4eba\u7c7b\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">8. <strong>\u751f\u6210AI\u7684\u7b2c\u4e8c\u6b21\u8f6c\u6298<\/strong><\/h5>\n\n\n\n<p>\u6587\u7ae0\u8ba4\u4e3a\uff0c\u751f\u6210AI\u5df2\u7ecf\u8fdb\u5165\u4e86\u7b2c\u4e8c\u6b21\u8f6c\u6298\u671f\uff0cAI\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u6587\u672c\u548c\u56fe\u50cf\uff0c\u8fd8\u80fd\u8fdb\u884c\u590d\u6742\u7684\u63a8\u7406\u548c\u8de8\u9886\u57df\u7684\u4efb\u52a1\u5904\u7406\u3002\u4ee5GPT-4\u4e3a\u4ee3\u8868\u7684\u751f\u6210AI\u7cfb\u7edf\u5c55\u793a\u4e86\u5353\u8d8a\u7684\u591a\u9886\u57df\u63a8\u7406\u80fd\u529b\u548c\u201c\u591a\u624d\u591a\u827a\u201d\u7684\u8868\u73b0\u3002\u672a\u6765\uff0c\u968f\u7740\u751f\u6210AI\u6280\u672f\u7684\u4e0d\u65ad\u6210\u719f\uff0c\u8fd9\u7c7b\u7cfb\u7edf\u5728\u65e5\u5e38\u751f\u6d3b\u548c\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\u5c06\u66f4\u52a0\u5e7f\u6cdb\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">9. <strong>AI\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u4e0e\u6311\u6218<\/strong><\/h5>\n\n\n\n<p>\u6587\u7ae0\u8fd8\u8ba8\u8bba\u4e86\u591a\u4e2a\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8868\u5f81\u5b66\u4e60\u4e0e\u63a8\u7406<\/strong>\uff1a\u5982\u4f55\u5728\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u81ea\u52a8\u5b66\u4e60\u590d\u6742\u7684\u8868\u793a\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u591a\u6a21\u6001\u6570\u636e\u7684\u878d\u5408\u548c\u63a8\u7406\uff0c\u4ecd\u7136\u662fAI\u7814\u7a76\u7684\u70ed\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6\u4e0e\u9002\u5e94<\/strong>\uff1a\u5f53\u524d\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u9762\u5bf9\u65b0\u6570\u636e\u65f6\u65e0\u6cd5\u50cf\u4eba\u7c7b\u4e00\u6837\u7075\u6d3b\u5730\u5b66\u4e60\u548c\u9002\u5e94\u3002\u6587\u7ae0\u6307\u51fa\uff0c\u672a\u6765\u7684AI\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u5feb\u901f\u5b66\u4e60\u548c\u9002\u5e94\u5b9e\u65f6\u6570\u636e\uff0c\u8fd9\u5c06\u6539\u53d8\u5f53\u524d\u6a21\u578b\u53ea\u80fd\u901a\u8fc7\u91cd\u65b0\u8bad\u7ec3\u6765\u66f4\u65b0\u77e5\u8bc6\u7684\u5c40\u9650\u3002<\/li>\n\n\n\n<li><strong>\u67b6\u6784\u521b\u65b0<\/strong>\uff1aTransformer\u67b6\u6784\u867d\u7136\u5f3a\u5927\uff0c\u4f46\u5728\u5904\u7406\u957f\u65f6\u95f4\u4f9d\u8d56\u548c\u591a\u6b65\u9aa4\u89c4\u5212\u65f6\u5b58\u5728\u4e0d\u8db3\u3002\u672a\u6765\u7684\u7814\u7a76\u5c06\u63a2\u7d22\u65b0\u7684\u6a21\u578b\u67b6\u6784\uff0c\u4ee5\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u9760\u6027\u4e0e\u4fe1\u4efb<\/strong>\uff1a\u968f\u7740AI\u5728\u533b\u7597\u3001\u53f8\u6cd5\u7b49\u9ad8\u98ce\u9669\u9886\u57df\u7684\u5e94\u7528\uff0cAI\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u548c\u5b89\u5168\u6027\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u672a\u6765\u7814\u7a76\u7684\u4e00\u4e2a\u5173\u952e\u65b9\u5411\u662f\u5982\u4f55\u63d0\u9ad8AI\u7cfb\u7edf\u7684\u53ef\u4fe1\u5ea6\uff0c\u7279\u522b\u662f\u5728\u751f\u6210\u6a21\u578b\u5bb9\u6613\u201c\u5e7b\u89c9\u201d\u51fa\u9519\u8bef\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u4f55\u8bbe\u8ba1\u66f4\u597d\u7684\u6821\u51c6\u548c\u9a8c\u8bc1\u673a\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">10. <strong>\u5c0f\u578b\u5f00\u6e90\u6a21\u578b\u4e0e\u4e2a\u6027\u5316AI\u7684\u672a\u6765<\/strong><\/h5>\n\n\n\n<p>\u672a\u6765\uff0c\u5f00\u6e90\u7684\u5c0f\u578b\u6a21\u578b\u53ef\u80fd\u4f1a\u5f15\u53d1AI\u6280\u672f\u7684\u6c11\u4e3b\u5316\uff0c\u4f7f\u66f4\u591a\u7684\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u80fd\u591f\u53c2\u4e0e\u5230AI\u7684\u8fdb\u6b65\u4e2d\u3002\u6587\u7ae0\u8fd8\u6307\u51fa\uff0c\u4e2a\u6027\u5316AI\u7684\u8d8b\u52bf\u6b63\u5728\u5174\u8d77\uff0c\u8fd9\u7c7b\u6a21\u578b\u5c06\u80fd\u591f\u6839\u636e\u4e2a\u4eba\u6216\u4f01\u4e1a\u7684\u7279\u5b9a\u9700\u6c42\u8fdb\u884c\u8c03\u6574\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u91cf\u8eab\u5b9a\u5236\u7684\u670d\u52a1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5e94\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u7684\u9080\u8bf7\uff0c\u00a0Tom Mitchell\uff08\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\uff0cCMU\uff09\u548cEric Horvitz\uff08Chi [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8,43],"tags":[39,95,41,90],"class_list":["post-4910","post","type-post","status-publish","format-standard","hentry","category-tech","category-43","tag-ai","tag-transformer","tag-history","tag-multimodal"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a> <a href=\"https:\/\/nullthought.net\/?cat=43\" rel=\"category\">\u5386\u53f2<\/a>","rttpg_excerpt":"\u5e94\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u7684\u9080\u8bf7\uff0c\u00a0Tom Mitchell\uff08\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\uff0cCMU\uff09\u548cEric 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