{"id":2622,"date":"2024-03-02T18:00:00","date_gmt":"2024-03-03T01:00:00","guid":{"rendered":"https:\/\/meta-quantum.today\/?p=2622"},"modified":"2024-02-29T23:09:31","modified_gmt":"2024-03-01T06:09:31","slug":"%e3%80%8a%e8%8b%a6%e6%b6%a9%e7%9a%84%e6%95%99%e8%ae%ad-the-bitter-lesson%e3%80%8b-%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%bb%8f%e5%85%b8%e6%96%87%e7%ab%a0-%e6%88%91%e4%bb%ac%e5%ba%94%e8%af%a5","status":"publish","type":"post","link":"https:\/\/meta-quantum.today\/?p=2622","title":{"rendered":"\u300a\u82e6\u6da9\u7684\u6559\u8bad The Bitter Lesson\u300b | \u4eba\u5de5\u667a\u80fd\u7ecf\u5178\u6587\u7ae0 | \u6211\u4eec\u5e94\u8be5\u8fc7\u53bb70\u5e74\u7684\u7814\u7a76\u4e2d\u83b7\u5f97\u4ec0\u4e48\u7ecf\u9a8c | \u5982\u4f55\u770b\u5f85\u4eba\u5de5\u667a\u80fd | \u7b97\u529b | scaling law"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u5f15\u8a00\uff1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fd9\u6b21\u5168\u9762\u7684\u5206\u6790\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86&#8221;The Bitter Lesson &#8211; <strong>\u82e6\u6da9\u7684\u6559\u8bad<\/strong>&#8220;\u7684\u91cd\u8981\u6027\uff0c\u8fd9\u662f\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u6982\u5ff5\u3002\u8be5\u6982\u5ff5\u7531\u5b66\u8005Rich S. Sutton\u5728\u4ed62019\u5e74\u7684\u6587\u7ae0\u4e2d\u5f15\u5165\uff0c\u5df2\u7ecf\u6210\u4e3aAI\u8ba8\u8bba\u7684\u4e00\u5757\u57fa\u77f3\u3002\u6211\u4eec\u7684\u6df1\u5ea6\u5206\u6790\u5305\u62ec\u4e8670\u5e74\u7684AI\u7814\u7a76\u89c1\u89e3\uff0c\u91cd\u70b9\u5173\u6ce8\u8ba1\u7b97\u80fd\u529b\uff0c\u6269\u5c55\u6cd5\u5219\uff0c\u4ee5\u53caAI\u53d1\u5c55\u4e2d\u65b0\u5c5e\u6027\u7684\u51fa\u73b0\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u9610\u660e\u4eba\u5de5\u667a\u80fd\u7684\u590d\u6742\u6027\u548c\u52a8\u6001\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u4e4b\u65c5: \u82e6\u6da9\u7684\u6559\u8bad<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u9886\u57df\u5df2\u7ecf\u7ecf\u5386\u4e86\u4e00\u4e2a\u6f2b\u957f\u800c\u8ff7\u4eba\u7684\u65c5\u7a0b\uff0c\u5176\u4e2d\u65e2\u6709\u7a81\u7834\u4e5f\u6709\u6311\u6218\u3002\u5728\u8fd9\u4e2a\u65c5\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u88ab\u79f0\u4e3a&#8221;The Bitter Lesson &#8211; <strong>\u82e6\u6da9\u7684\u6559\u8bad<\/strong>&#8220;\u7684\u6982\u5ff5\u5360\u636e\u4e86\u91cd\u8981\u7684\u4f4d\u7f6e\u3002\u8fd9\u4e2a\u6982\u5ff5\u7531\u8457\u540d\u7684AI\u7814\u7a76\u8005Richard Sutton\u5f15\u5165\uff0c&#8221;The Bitter Lesson &#8211; <strong>\u82e6\u6da9\u7684\u6559\u8bad<\/strong>&#8220;\u5f3a\u8c03\u4e86\u5f00\u53d1AI\u7cfb\u7edf\u6700\u6709\u6548\u7684\u65b9\u6cd5\u7684\u5173\u952e\u89c2\u5bdf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Bitter Lesson &#8211; <strong>\u82e6\u6da9\u7684\u6559\u8bad\u7684\u6838\u5fc3\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sutton\u7684\u89c2\u70b9\u56f4\u7ed5\u7740\u8fd9\u6837\u4e00\u4e2a\u60f3\u6cd5\uff1a<strong>\u5229\u7528\u8ba1\u7b97\u80fd\u529b\u7684\u901a\u7528\u65b9\u6cd5\u6700\u7ec8\u8bc1\u660e\u6bd4\u90a3\u4e9b\u4e25\u91cd\u4f9d\u8d56\u4eba\u9020\u77e5\u8bc6\u7684\u65b9\u6cd5\u66f4\u6709\u6548<\/strong>\u3002\u4ed6\u5f3a\u8c03\u4e86\u4e09\u4e2a\u5173\u952e\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5386\u53f2\u8d8b\u52bf\uff1a\u5728AI\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5e38\u5e38\u8bd5\u56fe\u5c06\u4eba\u7c7b\u7684\u77e5\u8bc6\u548c\u7406\u89e3\u7f16\u7801<\/strong>\u5230AI\u7cfb\u7edf\u4e2d\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5e26\u6765\u521d\u6b65\u7684\u6210\u529f\uff0c\u4f46\u5b83\u5f80\u5f80\u4f1a<strong>\u505c\u6ede\u4e0d\u524d<\/strong>\uff0c\u963b\u788d\u957f\u671f\u7684\u8fdb\u6b65\u3002<\/li>\n\n\n\n<li><strong>\u8ba1\u7b97\u80fd\u529b\uff1a\u8ba1\u7b97\u80fd\u529b\u7684\u53ef\u7528\u6027\u5df2\u7ecf\u6307\u6570\u7ea7\u589e\u957f<\/strong>\uff0c\u6b63\u5982\u6469\u5c14\u5b9a\u5f8b\u6240\u9884\u6d4b\u7684\u90a3\u6837\u3002\u8fd9\u5141\u8bb8<strong>\u8ba1\u7b97\u5bc6\u96c6\u578b\u5b66\u4e60\u7b97\u6cd5<\/strong>\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u8bd5\u9519\uff0c\u53ef\u4ee5\u53d6\u5f97\u663e\u8457\u7684\u7ed3\u679c\uff0c\u8d85\u8d8a\u9884\u7f16\u7a0b\u77e5\u8bc6\u7684\u9650\u5236\u3002<\/li>\n\n\n\n<li><strong>\u8bf1\u60d1\u548c\u635f\u5bb3\uff1a\u5c3d\u7ba1\u57fa\u4e8e\u77e5\u8bc6\u7684\u65b9\u6cd5\u53ef\u80fd\u770b\u8d77\u6765\u76f4\u89c2\uff0c\u7ed9\u7814\u7a76\u8005\u63d0\u4f9b\u4e86\u4e00\u79cd\u63a7\u5236\u611f\uff0c\u4f46\u5b83\u6700\u7ec8\u9650\u5236\u4e86AI\u7684\u6f5c\u529b<\/strong>\u3002\u63a5\u53d7&#8221;The Bitter Lesson, <strong>\u82e6\u6da9\u7684\u6559\u8bad<\/strong>&#8220;\u9700\u8981<strong>\u653e\u5f03\u5148\u5165\u4e3a\u4e3b\u7684\u89c2\u5ff5\uff0c\u8ba9\u8ba1\u7b97\u9a71\u52a8\u5b66\u4e60\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">The Bitter Lesson, <strong>\u82e6\u6da9\u7684\u6559\u8bad\u4e4b\u5f71\u54cd\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u82e6\u6da9<\/strong>\u7684\u6559\u8bad\u5bf9AI\u9886\u57df\u4ea7\u751f\u4e86\u91cd\u5927\u5f71\u54cd\uff0c\u5bfc\u81f4\u4e86<strong>\u7814\u7a76\u91cd\u70b9\u7684\u8f6c\u79fb<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5173\u6ce8\u901a\u7528\u7b97\u6cd5\uff1a<\/strong>\u91cd\u70b9\u5df2\u7ecf\u8f6c\u5411\u5f00\u53d1\u80fd\u6709\u6548\u5730\u5728\u5404\u79cd\u4efb\u52a1\u548c\u9886\u57df\u4e2d\u5b66\u4e60\u7684\u7b97\u6cd5\uff0c\u800c\u4e0d\u662f\u4e13\u95e8\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u5927\u6570\u636e\u96c6\u7684\u91cd\u8981\u6027\uff1a\u8bb8\u591a\u73b0\u4ee3AI\u7cfb\u7edf\u7684\u6210\u529f\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u8bbf\u95ee\u5927\u91cf\u7684\u6570\u636e<\/strong>\uff0c\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u7528\u6765\u8bad\u7ec3\u548c\u6539\u5584\u4ed6\u4eec\u7684\u5b66\u4e60\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u7684\u63a2\u7d22\uff1a\u50cf\u6df1\u5ea6\u5b66\u4e60<\/strong>\u8fd9\u6837\u7684\u6280\u672f\u5df2\u7ecf\u53d7\u5230\u91cd\u89c6\uff0c\u5229\u7528\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u5927\u91cf\u7684\u6570\u636e\u548c\u8bd5\u9519\u8fdb\u884c\u5b66\u4e60\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b80\u4ecb\u89c6\u9891:<\/h3>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"480\" style=\"aspect-ratio: 854 \/ 480;\" width=\"854\" controls src=\"http:\/\/new.meta-quantum.today\/wp-content\/uploads\/2024\/02\/Quantum-\u3010\u4eba\u5de5\u667a\u80fd\u3011\u300a\u82e6\u6da9\u7684\u6559\u8bad-The-Bitter-Lesson\u300b-\u4eba\u5de5\u667a\u80fd\u7ecf\u5178\u6587\u7ae0-\u6211\u4eec\u5e94\u8be5\u8fc7\u53bb70\u5e74\u7684\u7814\u7a76\u4e2d\u83b7\u5f97\u4ec0\u4e48\u7ecf\u9a8c-\u5982\u4f55\u770b\u5f85\u4eba\u5de5\u667a\u80fd-\u7b97\u529b-scaling-law.mp4\"><\/video><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u76f8\u5173\u7ae0\u8282\uff1a<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u82e6\u6da9\u7684\u6559\u8bad\u6982\u5ff5\uff1aSutton\u7684\u6587\u7ae0\u5f3a\u8c03\u4e86\u8ba1\u7b97\u80fd\u529b\u5728AI\u8fdb\u6b65\u4e2d\u7684\u5173\u952e\u4f5c\u7528\uff0c\u8868\u660e\u5229\u7528\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5305\u62ec\u5927\u6570\u636e\u96c6\u548c\u6a21\u578b\uff0c\u5bf9AI\u7684\u957f\u671f\u8fdb\u6b65\u81f3\u5173\u91cd\u8981\u3002<\/li>\n\n\n\n<li>AGI\u8def\u5f84\uff1a\u4e3b\u6301\u4eba\u8ba8\u8bba\u4e86\u5982\u4f55Sutton\u7684\u6846\u67b6\uff0c\u5305\u62ec&#8221;\u82e6\u6da9\u7684\u6559\u8bad&#8221;\uff0c\u6269\u5c55\u6cd5\u5219\uff0c\u548c\u65b0\u5174\u5c5e\u6027\uff0c\u4e3a\u5b9e\u73b0\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08AGI\uff09\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u5f3a\u8c03\u4e86\u5f3a\u5927\u7b97\u6cd5\u548c\u5e7f\u6cdb\u7684\u8ba1\u7b97\u8d44\u6e90\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li>\u6848\u4f8b\u7814\u7a76\uff1a a. \u56f4\u68cb\u548c\u8c61\u68cb\uff1a\u6765\u81ea\u56f4\u68cb\u548c\u8c61\u68cbAI\u7814\u7a76\u7684\u5386\u53f2\u4f8b\u5b50\u5c55\u793a\u4e86\u4ece\u4f9d\u8d56\u4eba\u7c7b\u4e13\u4e1a\u77e5\u8bc6\u5230\u901a\u8fc7\u6df1\u5ea6\u641c\u7d22\u548c\u81ea\u6211\u5bf9\u5f08\u7b49\u65b9\u6cd5\u6709\u6548\u5229\u7528\u8ba1\u7b97\u80fd\u529b\u7684\u8f6c\u53d8\u3002 b. \u8bed\u97f3\u8bc6\u522b\uff1a\u65e9\u671f\u7531DARPA\u8d5e\u52a9\u7684\u6bd4\u8d5b\u5c55\u793a\u4e86\u7edf\u8ba1\u65b9\u6cd5\u8d85\u8d8a\u4eba\u7c7b\u77e5\u8bc6\u57fa\u7840\u65b9\u6cd5\u7684\u4f18\u52bf\uff0c\u5f15\u9886\u4e86\u8bed\u97f3\u8bc6\u522b\u4e2d\u6df1\u5ea6\u5b66\u4e60\u7684\u5d1b\u8d77\u3002 c. \u8ba1\u7b97\u673a\u89c6\u89c9\uff1a\u4e0e\u5176\u4ed6\u9886\u57df\u76f8\u4f3c\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8fdb\u6b65\u7a81\u663e\u4e86\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u6a21\u4eff\u4eba\u7c7b\u8ba4\u77e5\u7684\u5c1d\u8bd5\u7684\u6548\u7387\uff0c\u6807\u5fd7\u7740\u5411\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8303\u5f0f\u8f6c\u53d8\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e1c\u5357\u4e9aAI\u53d1\u5c55\u7684\u5f71\u54cd\u548c\u5e02\u573a\u673a\u4f1a\uff1a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e1c\u5357\u4e9a\u6b63\u5728\u7ecf\u5386\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u53d1\u5c55\u548c\u5e94\u7528\u7684\u6fc0\u589e\uff0c\u5e26\u6765\u4e86\u663e\u8457\u7684<strong>\u5f71\u54cd<\/strong>\u548c\u4ee4\u4eba\u5174\u594b\u7684<strong>\u5e02\u573a\u673a\u4f1a<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI\u53d1\u5c55\u7684\u5f71\u54cd\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ecf\u6d4e\u589e\u957f\uff1aAI\u6709\u53ef\u80fd\u663e\u8457\u63d0\u5347\u4e1c\u5357\u4e9a\u7684GDP<\/strong>\uff0c\u52302030\u5e74\u53ef\u80fd\u63d0\u9ad8<strong>18%\uff0c\u76f8\u5f53\u4e8e\u8fd1\u4e00\u4e07\u4ebf\u7f8e\u5143<\/strong>\u3002\u9884\u8ba1\u8fd9\u79cd\u589e\u957f\u5c06\u5728\u5404\u4e2a\u9886\u57df\u51fa\u73b0\uff0c\u5305\u62ec\u5236\u9020\u4e1a\u3001\u519c\u4e1a\u548c\u7269\u6d41\uff0cAI\u53ef\u4ee5\u7b80\u5316\u6d41\u7a0b\u5e76\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u793e\u4f1a\u6548\u76ca\uff1aAI\u5e94\u7528\u80fd\u591f\u89e3\u51b3\u8be5\u5730\u533a\u7684\u793e\u4f1a\u6311\u6218<\/strong>\u3002\u4f8b\u5982\uff0cAI\u9a71\u52a8\u7684\u5de5\u5177\u53ef\u4ee5\u6539\u8fdb\u504f\u8fdc\u5730\u533a\u7684\u533b\u7597\u670d\u52a1\uff0c\u4e2a\u6027\u5316\u6559\u80b2\uff0c\u5e76\u4e3a\u519c\u6c11\u63d0\u4f9b\u81f3\u5173\u91cd\u8981\u7684\u5b9e\u65f6\u5929\u6c14\u9884\u62a5\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u4f5c\u5c97\u4f4d\u7684\u7834\u574f\uff1a\u7136\u800c\uff0cAI\u7684\u5e94\u7528\u4e5f\u5f15\u53d1\u4e86\u5bf9\u4f9d\u8d56\u91cd\u590d\u4efb\u52a1\u7684\u9886\u57df\u4e2d\u5de5\u4f5c\u5c97\u4f4d\u6d41\u5931\u7684<\/strong>\u62c5\u5fe7\u3002\u653f\u5e9c\u548c\u4f01\u4e1a\u9700\u8981\u79ef\u6781\u4e3a\u8fd9\u79cd\u8f6c\u53d8\u505a\u597d\u51c6\u5907\uff0c\u7740\u91cd\u4e8e<strong>\u91cd\u65b0\u6280\u80fd\u57f9\u8bad\u548c\u6280\u80fd\u63d0\u5347<\/strong>\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5e02\u573a\u673a\u4f1a\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9488\u5bf9\u7279\u5b9a\u9700\u6c42\u7684AI\u89e3\u51b3\u65b9\u6848\uff1a\u9488\u5bf9\u707e\u5bb3\u7ba1\u7406\u3001\u4ea4\u901a\u62e5\u5835\u548c\u73af\u5883\u4fdd\u62a4<\/strong>\u7b49\u533a\u57df\u6027\u6311\u6218\u7684<strong>\u5b9a\u5236AI\u89e3\u51b3\u65b9\u6848<\/strong>\u9700\u6c42\u65e5\u76ca\u589e\u957f\u3002<\/li>\n\n\n\n<li><strong>\u5173\u6ce8\u65b9\u8a00\u8bed\u8a00\uff1a\u5f00\u53d1\u80fd\u7406\u89e3\u5e76\u7528\u5f53\u5730\u8bed\u8a00<\/strong>\u4ea4\u6d41\u7684AI\u89e3\u51b3\u65b9\u6848\u5bf9\u4e8e\u66f4\u5e7f\u6cdb\u7684\u91c7\u7528\u548c\u53ef\u8bbf\u95ee\u6027\u81f3\u5173\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u4f26\u7406AI\u5f00\u53d1\uff1a\u5efa\u7acb\u503c\u5f97\u4fe1\u8d56\u548c\u9053\u5fb7\u7684AI<\/strong>\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u6d89\u53ca\u89e3\u51b3<strong>\u504f\u89c1\uff0c\u900f\u660e\u5ea6\u548c\u6570\u636e\u9690\u79c1<\/strong>\u7b49\u95ee\u9898\uff0c\u4ee5\u786e\u4fdd\u8d1f\u8d23\u4efb\u7684\u5f00\u53d1\u548c\u90e8\u7f72\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u952e\u53c2\u4e0e\u8005\u548c\u6295\u8d44\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u653f\u5e9c:<\/strong> \u8bb8\u591a\u4e1c\u5357\u4e9a\u653f\u5e9c\u79ef\u6781\u6295\u8d44AI\u7814\u7a76\u548c\u5f00\u53d1\uff0c\u521b\u5efa\u6709\u5229\u7684\u76d1\u7ba1\u6846\u67b6\u4ee5\u5438\u5f15\u6295\u8d44\u548c\u4fc3\u8fdb\u521b\u65b0\u3002<\/li>\n\n\n\n<li><strong>\u521b\u4e1a\u516c\u53f8\u548c\u4e2d\u5c0f\u4f01\u4e1a\uff1a<\/strong>\u8be5\u5730\u533a\u51fa\u73b0\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u521b\u4e1a\u516c\u53f8\u548c\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u4e3a\u5404\u884c\u5404\u4e1a\u63d0\u4f9b\u521b\u65b0\u7684AI\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n\n\n\n<li><strong>\u5168\u7403\u79d1\u6280\u516c\u53f8\uff1a<\/strong>\u77e5\u540d\u79d1\u6280\u516c\u53f8\u4e5f\u8ba4\u8bc6\u5230\u4e1c\u5357\u4e9a\u5e02\u573a\u7684\u6f5c\u529b\uff0c\u6b63\u5728\u79ef\u6781\u6295\u8d44\u8be5\u5730\u533a\u7684AI\u751f\u6001\u7cfb\u7edf\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ed3\u8bba\uff1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6b21\u56de\u987e\u5f3a\u8c03\u4e86\u51e0\u5341\u5e74AI\u7814\u7a76\u7684\u4e3b\u8981\u6559\u8bad\uff1a\u8ba1\u7b97\u80fd\u529b\u7684\u5173\u952e\u91cd\u8981\u6027\u3002\u867d\u7136\u66fe\u7ecf\u4f18\u5148\u8003\u8651\u5c06\u4eba\u7c7b\u77e5\u8bc6\u6574\u5408\u5230AI\u7cfb\u7edf\u4e2d\uff0c\u4f46\u6469\u5c14\u5b9a\u5f8b\u5df2\u7ecf\u5c06\u7126\u70b9\u8f6c\u5411\u4f7f\u7528\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u53d6\u5f97\u91cd\u5927\u8fdb\u6b65\u3002\u8ba8\u8bba\u6566\u4fc3\u89c2\u4f17\u91cd\u89c6Sutton\u7684\u89c1\u89e3\uff0c\u5e76\u627f\u8ba4\u8ba1\u7b97\u80fd\u529b\u5728\u63a8\u52a8AI\u8fdb\u6b65\u4e2d\u7684\u4e2d\u5fc3\u4f5c\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;\u82e6\u6da9\u7684\u6559\u8bad&#8221;\u4f5c\u4e3a\u4e00\u4e2a\u6709\u76ca\u7684\u63d0\u9192\uff0cAI\u9886\u57df\u6b63\u5728\u4e0d\u65ad\u53d1\u5c55\u3002\u91c7\u7528\u65b0\u65b9\u6cd5\u548c\u4ece\u8fc7\u53bb\u7684\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u5bf9\u672a\u6765\u7684\u8fdb\u6b65\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u603b\u7684\u6765\u8bf4\uff0c\u4e1c\u5357\u4e9a\u7684AI\u53d1\u5c55\u5448\u73b0\u51fa\u4e00\u4e2a\u65e2\u6709\u6311\u6218\u53c8\u6709\u673a\u4f1a\u7684\u590d\u6742\u60c5\u5883\u3002\u901a\u8fc7\u8d1f\u8d23\u4efb\u5730\u63a5\u53d7AI\uff0c\u57f9\u517b\u4eba\u624d\uff0c\u5e76\u4f18\u5148\u8003\u8651\u4f26\u7406\u95ee\u9898\uff0c\u8be5\u5730\u533a\u53ef\u4ee5\u5229\u7528\u8fd9\u9879\u6280\u672f\u5b9e\u73b0\u53ef\u6301\u7eed\u7684\u7ecf\u6d4e\u589e\u957f\u5e76\u6539\u5584\u516c\u6c11\u7684\u751f\u6d3b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u89c2\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&#8220;\u82e6\u6da9\u7684\u6559\u8bad&#8221;\u5f3a\u8c03\u4e86\u8ba1\u7b97\u80fd\u529b\u5728AI\u8fdb\u6b65\u4e2d\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li>Sutton\u7684\u6846\u67b6\uff0c\u4ee5\u53ca\u6269\u5c55\u6cd5\u5219\u548c\u65b0\u5174\u5c5e\u6027\uff0c\u4e3a\u5b9e\u73b0AGI\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/li>\n\n\n\n<li>\u5386\u53f2\u6848\u4f8b\u7814\u7a76\u8bf4\u660e\u4e86AI\u7814\u7a76\u4ece\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684\u65b9\u6cd5\u5411\u6709\u6548\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\u7684\u8f6c\u53d8\u3002<\/li>\n\n\n\n<li>\u56de\u987e\u5f3a\u8c03\u4e86\u6469\u5c14\u5b9a\u5f8b\u5728\u901a\u8fc7\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u5b9e\u73b0\u7a81\u7834\u65b9\u9762\u7684\u5173\u952e\u4f5c\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/www.incompleteideas.net\/IncIdeas\/BitterLesson.html\" target=\"_blank\" rel=\"noopener\" title=\"\">Rich Sutton\u7684\u6587\u7ae0&#8221;\u82e6\u6da9\u7684\u6559\u8bad&#8221;\uff082019\uff09\u3002<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/DARPA\" target=\"_blank\" rel=\"noopener\" title=\"\">DARPA<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.andreykurenkov.com\/writing\/ai\/a-brief-history-of-game-ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u56f4\u68cb\u548c\u8c61\u68cbAI\u7814\u7a76\u7684\u5386\u53f2\u53d1\u5c55\u3002<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/opencv.org\/blog\/deep-learning-with-computer-vision\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8fdb\u6b65\u548c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5d1b\u8d77\u3002<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u4e2d\u201c\u60e8\u75db\u6559\u8bad\u201d\u7684\u91cd\u8981\u6027\uff0c\u91cd\u70b9\u5173\u6ce8 Rich S. Sutton \u5f00\u521b\u6027\u6982\u5ff5\u7684\u5173\u952e\u89c1\u89e3\u3002\u901a\u8fc7\u8de8\u8d8a 70 \u5e74\u7684\u6df1\u5165\u5206\u6790\u6df1\u5165\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u7684\u6f14\u53d8\uff0c\u63ed\u793a\u8ba1\u7b97\u80fd\u529b\u548c\u65b0\u5c5e\u6027\u7684\u51fa\u73b0\u3002\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u590d\u6742\u6027\u548c\u52a8\u6001\u6027\u3002 #AI #TheBitterLesson<\/p>\n","protected":false},"author":1,"featured_media":2624,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,18,13,7],"tags":[],"class_list":["post-2622","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-education","category-quantum-and-u","category-quantum-mindset-programme"],"aioseo_notices":[],"featured_image_src":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2024\/02\/Quantum-The-Bittter-Lesson-AI-Development-Journey-.png","featured_image_src_square":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2024\/02\/Quantum-The-Bittter-Lesson-AI-Development-Journey-.png","author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_excerpt_info":"\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u4e2d\u201c\u60e8\u75db\u6559\u8bad\u201d\u7684\u91cd\u8981\u6027\uff0c\u91cd\u70b9\u5173\u6ce8 Rich S. Sutton \u5f00\u521b\u6027\u6982\u5ff5\u7684\u5173\u952e\u89c1\u89e3\u3002\u901a\u8fc7\u8de8\u8d8a 70 \u5e74\u7684\u6df1\u5165\u5206\u6790\u6df1\u5165\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u7684\u6f14\u53d8\uff0c\u63ed\u793a\u8ba1\u7b97\u80fd\u529b\u548c\u65b0\u5c5e\u6027\u7684\u51fa\u73b0\u3002\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u590d\u6742\u6027\u548c\u52a8\u6001\u6027\u3002 #AI #TheBitterLesson","category_list":"<a href=\"https:\/\/meta-quantum.today\/?cat=15\" rel=\"category\">AI<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=18\" rel=\"category\">Education<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=13\" rel=\"category\">Quantum and U<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=7\" rel=\"category\">Quantum Mindset Programme<\/a>","comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/2622","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2622"}],"version-history":[{"count":3,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/2622\/revisions"}],"predecessor-version":[{"id":2627,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/2622\/revisions\/2627"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/media\/2624"}],"wp:attachment":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2622"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2622"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2622"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}