{"id":34343,"date":"2024-12-04T20:56:28","date_gmt":"2024-12-04T12:56:28","guid":{"rendered":"https:\/\/17aitech.com\/?p=34343"},"modified":"2024-12-04T20:56:28","modified_gmt":"2024-12-04T12:56:28","slug":"73%e5%b9%b4%e5%89%8d%ef%bc%8c%e9%a6%99%e5%86%9c%e5%b7%b2%e7%bb%8f%e7%bb%99%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%8f%91%e5%b1%95%e5%9f%8b%e4%b8%8b%e4%b8%80%e9%a2%97%e7%a7%8d%e5%ad%90","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34343","title":{"rendered":"73\u5e74\u524d\uff0c\u9999\u519c\u5df2\u7ecf\u7ed9\u5927\u6a21\u578b\u53d1\u5c55\u57cb\u4e0b\u4e00\u9897\u79cd\u5b50"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-02-6\" target=\"_blank\">73\u5e74\u524d\uff0c\u9999\u519c\u5df2\u7ecf\u7ed9\u5927\u6a21\u578b\u53d1\u5c55\u57cb\u4e0b\u4e00\u9897\u79cd\u5b50<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"15\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>AI \u8003\u53e4\uff0c\u8ffd\u6eaf\u5230\u4e86\u7956\u5e08\u7237\u5934\u4e0a\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5f53\u4eca AI \u9886\u57df\u7206\u706b\u7684\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\uff0c\u5176\u539f\u7406\u662f\u9999\u519c\u63d0\u51fa\u6765\u7684\uff1f<\/section>\n<section><\/section>\n<section>\u4eca\u5929\uff0c\u666e\u6797\u65af\u987f\u5927\u5b66\u6559\u6388\u627f\u73b0\u5cfb\uff08Sebastian Seung\uff09\u629b\u51fa\u4e86\u8fd9\u6837\u4e00\u4e2a\u89c2\u70b9\uff1a1951 \u5e74\uff0c\u5728\u8d1d\u5c14\u5b9e\u9a8c\u5ba4\uff08\u603b\u90e8\u4f4d\u4e8e\u65b0\u6cfd\u897f\u5dde Murray Hill\uff09\u5de5\u4f5c\u7684<mark data-type=\"experts\" data-id=\"9d022255-3cd1-4f6f-8723-791c85cf937a\">\u514b\u52b3\u5fb7<\/mark>\u30fb\u9999\u519c\u63d0\u51fa\u4e86\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u95ee\u9898\uff0c\u8fd9\u6210\u4e3a\u4e86\u5f53\u524d\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u7684\u79cd\u5b50\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4eca\u5f88\u591a\u770b\u4f3c\u65b0\u6f6e\u524d\u6cbf\u7684\u6982\u5ff5\uff0c\u5176\u5b9e\u8ddd\u79bb\u63d0\u51fa\u5df2\u7ecf\u76f8\u9694\u4e86\u597d\u51e0\u5341\u5e74\uff0c\u5373\u4f7f\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u8fd9\u6837\u7684\u65b0\u5174\u9886\u57df\uff0c\u4f8b\u5b50\u4e5f\u5c61\u89c1\u4e0d\u9c9c\u3002\u8fd9\u4e2a\u89c2\u70b9\u4ee5\u53ca\u63d0\u5230\u7684 Murray Hill \u5f15\u8d77\u70ed\u8bae\uff0c\u56fe\u7075\u5956\u5f97\u4e3b\u3001Meta \u9996\u5e2d\u79d1\u5b66\u5bb6\u00a0LeCun \u8868\u793a\uff0c\u65b0\u6cfd\u897f\u5dde\u7684 Murray Hill\u3001Florham Park \u548c\u666e\u6797\u65af\u987f\u90fd\u300c\u8bde\u751f\u300d\u4e86\u5f88\u591a\u6709\u5f71\u54cd\u529b\u7684\u5de5\u4f5c\u3002<\/section>\n<section><\/section>\n<section>LeCun \u53c8\u5217\u4e3e\u4e86\u5f88\u591a\u77e5\u540d\u7684\u7814\u7a76\u6210\u679c\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Hopfield \u7f51\u7edc\uff08\u7f8e\u56fd\u79d1\u5b66\u5bb6 Hopfield \u540c\u65f6\u5728\u8d1d\u5c14\u5b9e\u9a8c\u5ba4\u548c\u666e\u6797\u65af\u987f\u5927\u5b66\u4efb\u804c\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>ConvNets<\/section>\n<\/li>\n<li>\n<section>Boosting\/Adaboost<\/section>\n<\/li>\n<li>\n<section><mark data-type=\"tech_methods\" data-id=\"6592f581-2d3a-424e-bc33-9a495c0f577f\">\u975e\u8d1f\u77e9\u9635\u5206\u89e3<\/mark><\/section>\n<\/li>\n<li>\n<section><mark data-type=\"tech_methods\" data-id=\"9cbd3df9-2050-4c7c-8eaa-ca53c512083c\">\u652f\u6301\u5411\u91cf\u673a<\/mark>\uff08SVM\uff09\u548c\u6838\u673a<\/section>\n<\/li>\n<li>\n<section>\u7ed3\u6784\u5316\u9884\u6d4b<\/section>\n<\/li>\n<li>\n<section><mark data-type=\"concepts\" data-id=\"68af5fa3-700a-465b-ab64-b9c54abdc8f1\">\u8ba1\u7b97\u5b66\u4e60\u7406\u8bba<\/mark> \/ VC \u7406\u8bba\u4e2d\u7684\u5927\u91cf\u5185\u5bb9<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-67b7dab95ecccf9db0b2e95bdfdbef7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-67b7dab95ecccf9db0b2e95bdfdbef7c.png\"><\/a><\/p>\n<section>\u90a3\u4e48\u8bf4\u5728\u8fd9\u5176\u4e2d\uff0c\u9999\u519c\u7ed9\u5982\u4eca\u901a\u5411 AGI \u7684\u5927\u6a21\u578b\u8d77\u4e86\u4e2a\u5934\uff0c\u662f\u600e\u4e48\u4e00\u56de\u4e8b\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u8ba8\u8bba\u4e2d\u63d0\u5230\u7684 IT \u7956\u5e08\u7237<mark data-type=\"experts\" data-id=\"9d022255-3cd1-4f6f-8723-791c85cf937a\">\u514b\u52b3\u5fb7<\/mark>\u30fb\u9999\u519c\u7684\u8bba\u6587\u662f\u300aPrediction and Entropy of Printed English\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-fd8e2913d086d03e413a05147f62ae28.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-fd8e2913d086d03e413a05147f62ae28.png\"><\/a><\/p>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.princeton.edu\/~wbialek\/rome\/refs\/shannon_51.pdf<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4e8e 1951 \u5e74 1 \u6708\u53d1\u8868\u5728\u671f\u520a\u300aThe Bell System Technical Journal\u300b\u4e0a\uff0c\u81f3\u4eca\u5df2\u88ab\u5404\u8def\u5b66\u8005\u5f15\u7528\u8fc7\u8d85\u8fc7 4000 \u6b21\u3002<\/section>\n<section><\/section>\n<section>\u00a0\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u9999\u519c\u4e3b\u8981\u63a2\u8ba8\u4e86\u5982\u4f55\u4f30\u7b97\u8bed\u8a00\u7684\u71b5\uff08entropy\uff09\u548c\u5197\u4f59\u5ea6\uff08redundancy\uff09\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u65b9\u6cd5\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bed\u8a00\u7684\u71b5\u662f\u8861\u91cf\u6bcf\u4e2a\u5b57\u6bcd\u5e73\u5747\u4ea7\u751f\u7684\u4fe1\u606f\u91cf\u7684\u7edf\u8ba1<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002\u5982\u679c\u8bed\u8a00\u88ab\u6700\u6709\u6548\u5730\u8f6c\u6362\u6210\u4e8c\u8fdb\u5236\u6570\u5b57\uff080 \u6216 1\uff09\uff0c\u71b5\u8868\u793a\u6bcf\u4e2a\u5b57\u6bcd\u5e73\u5747\u9700\u8981\u7684\u4e8c\u8fdb\u5236\u6570\u5b57\u6570\u91cf\u3002<\/section>\n<\/li>\n<li>\n<section>\u5197\u4f59\u5ea6\u5219\u8861\u91cf\u7531\u4e8e\u8bed\u8a00\u7684\u7edf\u8ba1\u7ed3\u6784\uff08\u5982\u5b57\u6bcd\u9891\u7387\u3001\u7279\u5b9a\u5b57\u6bcd\u7684\u540e\u7eed\u8d8b\u52bf\u7b49\uff09\u5bf9\u6587\u672c\u65bd\u52a0\u7684\u7ea6\u675f\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u5b9a\u4e49\u4e86\u71b5\u548c\u5197\u4f59\u4e4b\u540e\uff0c\u5c31\u53ef\u4ee5\u8003\u8651\u628a\u8fd9\u4e9b\u6982\u5ff5\u5e94\u7528\u4e00\u4e0b\u4e86\u3002\u9999\u519c\u5728\u4ed6\u7684\u8bba\u6587\u4e2d\u7ed9\u51fa\u4e86\u4e24\u79cd\u4f30\u8ba1\u82f1\u8bed\u71b5\u7684\u65b9\u6cd5\u3002\u5197\u4f59\uff0c\u6216\u5bf9\u82f1\u8bed\u6587\u672c\u65bd\u52a0\u7684\u7ea6\u675f\u6570\u91cf\uff0c\u5bfc\u81f4\u5176\u6574\u4f53\u71b5\u7684\u4e0b\u964d\u3002\u4f8b\u5982\uff0c\u89c4\u5219\u300ci before e except after c\u300d\uff0c\u4ee5\u53ca q \u5fc5\u987b\u59cb\u7ec8\u8ddf u \u7684\u4e8b\u5b9e\u662f\u4f7f\u82f1\u8bed\u66f4\u52a0\u5197\u4f59\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u8bed\u6cd5\u89c4\u5219\u3001\u8bcd\u6027\u4ee5\u53ca\u6211\u4eec\u65e0\u6cd5\u7f16\u9020\u5355\u8bcd\u7684\u4e8b\u5b9e\u4e5f\u4f7f\u82f1\u8bed\u53d8\u5f97\u6709\u5197\u4f59\u3002<\/section>\n<section><\/section>\n<section>\u82f1\u8bed\u4e2d\u7684\u5197\u4f59\u6709\u65f6\u5b9e\u9645\u4e0a\u662f\u6709\u76ca\u7684\uff0c\u56e0\u4e3a\u5426\u5219\u4eba\u4eec\u5982\u4f55\u8fa8\u522b\u5728\u5608\u6742\u7684\u623f\u95f4\u91cc\u8bf4\u4e86\u4ec0\u4e48\uff1f\u5197\u4f59\u5141\u8bb8\u4eba\u4eec\u5728\u53ea\u6709\u90e8\u5206\u4fe1\u606f\u4f20\u6765\u65f6\u63a8\u65ad\u51fa\u6240\u8bf4\u7684\u5185\u5bb9\u3002\u4f8b\u5982\uff0c\u5982\u679c\u542c\u5230\u300cTurn phat mufic down\uff01\u300d\uff0c\u4eba\u4eec\u53ef\u4ee5\u76f8\u5f53\u597d\u5730\u731c\u6d4b\u8bf4\u8bdd\u8005\u7684\u610f\u601d\u3002<\/section>\n<section><\/section>\n<section>\u8ba1\u7b97\u82f1\u8bed\u71b5\u7684\u4e00\u79cd\u53ef\u80fd\u65b9\u6cd5\u662f\u4f7f\u7528 N-gram\u3002<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u81ea\u7136\u8bed\u8a00 L \u7684\u8db3\u591f\u957f\u7684\u5b57\u7b26\u5e8f\u5217 S\uff0c\u8003\u5bdf\u6240\u6709\u957f\u5ea6\u4e3a N \u7684\u5b50\u5b57\u7b26\u4e32<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7543eee4658eb6fffc2894da1372982f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7543eee4658eb6fffc2894da1372982f.png\"><\/a><\/p>\n<section>\u5b9a\u4e49 N-gram \u71b5\uff08Entropy\uff09FN \u5982\u4e0b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8cdcaca1cdf20753c0a8909a5906a531.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8cdcaca1cdf20753c0a8909a5906a531.png\"><\/a><\/p>\n<section>\u5f53\u5df2\u77e5\u524d N &#8211; 1 \u4e2a\u5b57\u6bcd\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u7edf\u8ba1\u8ba1\u7b97\u51fa\u4e0b\u4e00\u4e2a\u5b57\u6bcd\u7684\u71b5\u3002\u968f\u7740 N \u7684\u589e\u52a0\uff0c\u71b5\u63a5\u8fd1 H\uff0c\u6b64\u5373\u82f1\u8bed\u7684\u71b5\u3002\u4ee5\u4e0b\u662f\u9999\u519c\u8bba\u6587\u4e2d\u8ba1\u7b97\u51fa\u7684\u503c\u3002FN \u662f\u5f53\u5df2\u77e5\u524d N &#8211; 1 \u4e2a\u5b57\u6bcd\u65f6\u4e0e\u7b2c N \u4e2a\u5b57\u6bcd\u76f8\u5173\u7684\u71b5\u3002\u8ba1\u7b97 FN \u7edf\u8ba1\u6570\u636e\u7684\u96be\u5ea6\u662f O (26^N)\uff0c\u56e0\u4e3a\u6709\u90a3\u4e48\u591a N \u4e2a\u5b57\u6bcd\u7684\u5e8f\u5217\u3002\u8bf7\u6ce8\u610f\uff0cF0 \u53ea\u662f\u5b57\u6bcd\u96c6\u7684\u6700\u5927\u71b5\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5b57\u6bcd\u90fd\u6709\u76f8\u7b49\u7684\u6982\u7387\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8f1d33fd263b6f1405c808f74fc04303.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8f1d33fd263b6f1405c808f74fc04303.png\"><\/a><\/p>\n<section>27 \u4e2a\u5b57\u6bcd\u7684\u5e8f\u5217\uff0c\u7a7a\u683c\u4e5f\u7b97\u4f5c\u4e00\u4e2a\u5b57\u6bcd\u3002\u51e0\u4e4e\u603b\u662f\u53ef\u4ee5\u4ece\u6ca1\u6709\u7a7a\u683c\u7684\u5355\u8bcd\u5e8f\u5217\u4e2d\u586b\u5145\u7a7a\u683c\u3002\u56e0\u6b64\u7a7a\u683c\u57fa\u672c\u4e0a\u88ab\u89c6\u4e3a\u662f\u591a\u4f59\u7684\uff0c\u5982\u679c\u8003\u8651\u7a7a\u683c\uff0c\u4f1a\u5bfc\u81f4\u8ba1\u7b97\u51fa\u7684\u71b5\u503c\u8f83\u4f4e\u3002\u53ea\u6709\u5728\u6ca1\u6709\u8003\u8651\u7edf\u8ba1\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u5373 F0\uff0c\u6dfb\u52a0\u7a7a\u683c\u540e\u71b5\u624d\u4f1a\u66f4\u9ad8\u3002\u8fd9\u53ea\u662f\u589e\u52a0\u4e86\u53e6\u4e00\u4e2a\u53ef\u80fd\u7684\u7b26\u53f7\uff0c\u5c31\u610f\u5473\u7740\u66f4\u591a\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/section>\n<section><\/section>\n<section>\u9999\u519c\u5efa\u8bae\u7684\u53e6\u4e00\u79cd\u7b56\u7565\u662f\u8ba1\u7b97\u4e0e\u82f1\u8bed\u4e2d\u6bcf\u4e2a\u5355\u8bcd\u76f8\u5173\u7684\u71b5\uff0c\u7136\u540e\u53d6\u52a0\u6743\u5e73\u5747\u503c\u3002\u9999\u519c\u4f7f\u7528\u8fd1\u4f3c\u51fd\u6570\u6765\u4f30\u8ba1\u8d85\u8fc7 8000 \u4e2a\u5355\u8bcd\u7684\u71b5\u3002\u4ed6\u5f97\u5230\u7684\u6bcf\u4e2a\u5355\u8bcd\u7684\u71b5\u503c\u4e3a 11.82 bit\uff0c\u7531\u4e8e\u5e73\u5747\u6bcf\u4e2a\u5355\u8bcd\u6709 4.5 \u4e2a\u5b57\u6bcd\uff0c\u56e0\u6b64\u6bcf\u4e2a\u5b57\u6bcd\u7684\u71b5\u4e3a 2.62 bit\u3002\u8fd9\u5728\u4e0a\u8868\u4e2d\u4ee5 Fword \u7ed9\u51fa\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5df2\u7ecf\u8ba8\u8bba\u4e86\u5982\u4f55\u4ece\u71b5\u8ba1\u7b97\u5197\u4f59\u5ea6\u3002\u5f53\u6240\u6709\u7b26\u53f7\u5177\u6709\u76f8\u540c\u7684\u53ef\u80fd\u6027\u65f6\uff0c\u5197\u4f59\u5ea6\u6700\u5927\uff0c\u7b49\u4e8e &#8211; (log2 (1\/26)) = 4.7 bit \/ \u5b57\u6bcd\u3002\u56e0\u6b64\uff0c\u4f7f\u7528\u516c\u5f0f 1 &#8211; H\/Hmax\uff0c\u6211\u4eec\u53ef\u4ee5\u4f30\u7b97\u82f1\u8bed\u7684\u5197\u4f59\u5ea6\u3002\u9999\u519c\u6700\u521d\u4f30\u8ba1\u8fd9\u4e2a\u503c\u4e3a 50%\uff0c\u8fd9\u610f\u5473\u7740\u82f1\u8bed\u4e2d\u5927\u7ea6\u4e00\u534a\u7684\u5b57\u6bcd\u662f\u591a\u4f59\u7684\uff01<\/section>\n<section><\/section>\n<section>\u5728\u540c\u4e00\u7bc7\u6587\u7ae0\u7684\u540e\u9762\u8ba8\u8bba\u4e86\u4e00\u79cd\u76f8\u5f53\u5de7\u5999\u7684\u8ba1\u7b97\u82f1\u8bed\u71b5\u7684\u65b9\u6cd5\u3002\u5b83\u7ed3\u5408\u4e86\u82f1\u8bed\u7684\u66f4\u591a\u7279\u5f81\uff0c\u4f8b\u5982\u7edf\u8ba1\u65b9\u6cd5\u65e0\u6cd5\u660e\u786e\u89e3\u91ca\u7684\u601d\u8def\u548c\u4e0a\u4e0b\u6587\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\u5c31\u662f\u5982\u4eca\u6211\u4eec\u5728 NLP \u4e2d\u7ecf\u5e38\u4f1a\u63d0\u8d77\u7684\u6982\u5ff5\u4e86\uff1a\u5047\u8bbe\u4eba\u7c7b\u53ef\u4ee5\u6839\u636e\u4ed6\u4eec\u5bf9\u8be5\u8bed\u8a00\u7684\u5148\u524d\u4e86\u89e3\u6765\u731c\u6d4b\u5355\u8bcd\u6216\u77ed\u8bed\u4e2d\u7684\u5b57\u6bcd\u3002\u9999\u519c\u7684\u5de7\u5999\u60f3\u6cd5\u662f\u5229\u7528\u8fd9\u79cd\u81ea\u7136\u7684\u5197\u4f59\u5ea6\u8861\u91cf\u6807\u51c6\u2026\u2026 \u4eba\u7c7b\u7684\u601d\u7ef4\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u8981\u6c42\u53d7\u8bd5\u8005\u9010\u4e2a\u731c\u6d4b\u77ed\u8bed\u4e2d\u7684\u5b57\u6bcd\u3002\u5982\u679c\u53d7\u8bd5\u8005\u731c\u5bf9\u4e86\uff0c\u90a3\u4e48\u4ed6 \/ \u5979\u5c31\u7ee7\u7eed\u731c\u6d4b\u4e0b\u4e00\u4e2a\u5b57\u6bcd\u3002\u5982\u679c\u4e0d\u662f\uff0c\u5219\u544a\u8bc9\u53d7\u8bd5\u8005\u4e0b\u4e00\u4e2a\u5b57\u6bcd\u3002\u5728\u4e00\u4e2a\u77ed\u8bed\u7684 129 \u4e2a\u5b57\u6bcd\u4e2d\uff0c69% \u88ab\u731c\u5bf9\u4e86\u3002\u8fd9\u610f\u5473\u7740\u82f1\u8bed\u7684\u5197\u4f59\u5ea6\u5927\u7ea6\u4e3a 69%\u3002\u5047\u8bbe\u6211\u4eec\u53ea\u91cd\u73b0\u90a3\u4e9b\u731c\u9519\u7684\u5b57\u6bcd\uff0c\u5373 31%\u3002\u90a3\u4e48\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u590d\u5236\u4ece\u5934\u5f00\u59cb\u731c\u6d4b\u7684\u53d7\u8bd5\u8005\u6765\u6062\u590d\u539f\u59cb\u53e5\u5b50\u3002\u53d7\u8bd5\u8005\u663e\u7136\u53ef\u4ee5\u6b63\u786e\u731c\u51fa 69% \u7684\u7b26\u53f7\uff0c\u5e76\u4e14\u4ed6 \/ \u5979\u62e5\u6709\u5176\u4f59\u7684 31%\uff0c\u56e0\u6b64\u4ed6 \/ \u5979\u53ef\u4ee5\u4ec5\u4f7f\u7528\u5927\u7ea6 31% \u7684\u4fe1\u606f\u91cd\u73b0\u539f\u59cb\u6587\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9645\u4e0a\uff0c\u53d7\u8bd5\u8005\u9700\u8981\u7684\u4fe1\u606f\u7565\u591a\u4e8e 31%\u3002\u4ed6 \/ \u5979\u9700\u8981\u77e5\u9053\u4ed6 \/ \u5979\u4f1a\u731c\u9519\u7684\u5b57\u6bcd\u5728\u54ea\u91cc\uff0c\u56e0\u6b64\u5b9e\u9645\u4e0a\u5197\u4f59\u5ea6\u53ef\u80fd\u4f1a\u5c11\u4e00\u70b9\u3002\u4ece\u7406\u8bba\u4e0a\u8bb2\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\uff0c\u4f46\u5b9e\u9645\u4e0a\u5e76\u975e\u5982\u6b64\u3002\u53e5\u5b50\u548c\u53d7\u8bd5\u8005\u7684\u62bd\u6837\u8bef\u5dee\u4f1a\u5bfc\u81f4\u7ed3\u679c\u4e25\u91cd\u5931\u771f\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u8fd9\u4e2a\u4f8b\u5b50\u6709\u52a9\u4e8e\u8bf4\u660e\u5197\u4f59\u7684\u4e00\u4e2a\u5b9e\u9645\u4f8b\u5b50\uff0c\u5e76\u9610\u660e\u4e86\u5982\u4f55\u7f16\u7801\u82f1\u8bed\u3002\u65e0\u9700\u521b\u5efa\u82f1\u8bed\u7684\u7edf\u8ba1\u8bed\u6cd5\u6765\u8ba1\u7b97\u5176\u71b5\uff0c\u4eba\u7c7b\u5929\u751f\u5c31\u5177\u6709\u8bed\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u7edf\u8ba1\u8ba1\u7b97\u82f1\u8bed\u7684\u5197\u4f59\u6709\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u3002ASCII \u6bcf\u4e2a\u5b57\u7b26\u4fdd\u7559 8 \u4e2a\u4e8c\u8fdb\u5236\u6570\u5b57\u3002\u7136\u800c\uff0c\u8003\u8651\u5230\u4e00\u4e9b\u8ba1\u7b97\u5c06\u82f1\u8bed\u7684\u71b5\u5b9a\u4e3a\u5927\u7ea6 1 \u4f4d \/ \u5b57\u6bcd\uff0c\u8fd9\u662f\u975e\u5e38\u4f4e\u6548\u7684\u3002\u8fd9\u610f\u5473\u7740\u7406\u8bba\u4e0a\u5b58\u5728\u4e00\u79cd\u538b\u7f29\u65b9\u6848\uff0c\u5176\u538b\u7f29\u6548\u679c\u662f ASCII \u7684 8 \u500d\u3002\u73b0\u4ee3\u8ba1\u7b97\u673a\u663e\u7136\u62e5\u6709\u8db3\u591f\u5927\u7684\u5185\u5b58\uff0c\u56e0\u6b64\u8fd9\u79cd\u4f4e\u6548\u7387\u5e76\u4e0d\u91cd\u8981\uff0c\u4f46 Huffman \u538b\u7f29\u548c Lempel-Ziv \u538b\u7f29\u7b97\u6cd5\u5728\u5b58\u50a8\u6587\u672c\u65f6\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u901a\u5e38\uff0c\u5f53\u4eba\u4eec\u8bf4\u82f1\u8bed\u662f\u5197\u4f59\u7684\u65f6\uff0c\u4ed6\u4eec\u6307\u7684\u662f\u5927\u91cf\u540c\u4e49\u8bcd\u4f7f\u6211\u4eec\u7684\u8bcd\u5178\u53d8\u5f97\u6742\u4e71\u3002<mark data-type=\"concepts\" data-id=\"ef8e251c-d9c4-4eab-b4c6-327cdca79737\">\u4fe1\u606f\u8bba<\/mark>\u610f\u4e49\u4e0a\u7684\u5197\u4f59\u662f\u8861\u91cf\u5b57\u6bcd \/ \u7b26\u53f7\u5728\u8bed\u8a00\u4e2d\u4f7f\u7528\u6548\u7387\u7684\u6307\u6807\u3002\u82f1\u8bed\u662f\u4e00\u79cd\u5197\u4f59\u8bed\u8a00\uff0c\u8fd9\u4e0d\u4e00\u5b9a\u662f\u574f\u4e8b\u3002\u6211\u4eec\u7684\u8bed\u8a00\u65e2\u53ef\u4ee5\u53e3\u8bed\u4e5f\u53ef\u4ee5\u4e66\u5199\uff0c\u9664\u4e86\u6548\u7387\u4e4b\u5916\uff0c\u8fd8\u5e26\u6765\u4e86\u8bb8\u591a\u95ee\u9898\u3002\u6211\u4eec\u5e0c\u671b\u5728\u5608\u6742\u7684\u623f\u95f4\u91cc\u4e5f\u80fd\u88ab\u4eba\u542c\u61c2\uff0c\u6211\u4eec\u5e0c\u671b\u5355\u8bcd\u7684\u53d1\u97f3\u4e0e\u542b\u4e49\u76f8\u5bf9\u5e94\uff0c\u6211\u4eec\u5e0c\u671b\u80fd\u591f\u8f7b\u677e\u5730\u53d1\u97f3\u3002\u4fe1\u606f\u7387\u53ea\u662f\u82f1\u8bed\u5206\u6790\u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u4f8b\u5b50\u53ef\u4ee5\u8bf4\u660e\u4e00\u79cd\u8bed\u8a00\u5728\u7edf\u8ba1\u4e0a\u80fd\u6709\u591a\u597d\u5730\u63cf\u8ff0\uff0c\u5373\u82f1\u8bed\u7684 n \u9636\u8fd1\u4f3c\uff0c\u8fd9\u662f\u9999\u519c\u6700\u8457\u540d\u7684\u8bba\u6587\u300aA mathematical theory of communication\u300b\u91cc\u6240\u63d0\u5230\u7684\u3002\u5982\u679c\u4e00\u53ea\u7334\u5b50\u77e5\u9053\u82f1\u8bed\u4e2d\u5b57\u6bcd\u7684 n-gram \u9891\u7387\uff08\u5176\u4e2d n \u5f88\u5927\uff09\uff0c\u5b83\u80fd\u5199\u51fa\u53ef\u4fe1\u7684\u82f1\u8bed\u6587\u672c\u5417\uff1f\u6b64\u5916\uff0c\u8fd9\u53ea\u7334\u5b50\u300c\u61c2\u300d\u82f1\u8bed\u5417\uff1f\u5982\u679c N-gram \u7334\u5b50\u5728\u4e00\u6247\u95e8\u540e\u9762\uff0c\u800c\u4eba\u7c7b\u5728\u53e6\u4e00\u6247\u95e8\u540e\u9762\uff0c\u7b2c\u4e09\u65b9\u89c2\u5bdf\u8005\u80fd\u5206\u8fa8\u51fa\u54ea\u4e2a\u662f\u7334\u5b50\u5417\uff1f\u8fd9\u4e2a\u95ee\u9898\u8ba9\u4eba\u60f3\u8d77\u4e86<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"cda1fddb-630c-40a5-9779-fe88a0e756d4\">\u56fe\u7075\u6d4b\u8bd5<\/mark>\uff0c\u5b83\u6ca1\u6709\u7b80\u5355\u7684\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u5982\u4eca\u7684\u5927\u6a21\u578b\u539f\u7406\uff0c\u6b63\u662f\u901a\u8fc7\u5b66\u4e60\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u6216\u4e0b\u4e00\u6bb5\u8bdd\u7684\u53ef\u80fd\u6027\uff0c\u4ece\u800c\u4f7f\u8ba1\u7b97\u673a\u80fd\u591f\u66f4\u597d\u5730\u300c\u7406\u89e3\u300d\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-12738de2f7c6d6c4e1a628d8d4726beb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-12738de2f7c6d6c4e1a628d8d4726beb.png\"><\/a><\/p>\n<section>AI \u7406\u89e3\u4e86\u5417\uff1f\u4e0d\u597d\u8bf4\u3002\u4f46\u662f\u80fd\u731c\u5bf9\u5417\uff1f\u770b\u770b\u5982\u4eca\u7684 ChatGPT\uff0c\u4eba\u4eec\u5fc3\u4e2d\u90fd\u5df2\u7ecf\u6709\u4e86\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e5f\u4e0d\u7981\u4ee4\u4eba\u611f\u53f9\uff0c\u9999\u519c\u771f\u7684\u9886\u5148\u4e8e\u4ed6\u7684\u65f6\u4ee3\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aaa7aedc7677ad13f78cad09a1ac629f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aaa7aedc7677ad13f78cad09a1ac629f.png\"><\/a><\/p>\n<section><em><sup>\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/x.com\/SebastianSeung\/status\/1807395697718604225<\/em><\/sup><\/section>\n<section><sup><em>https:\/\/news.ycombinator.com\/item?id=35813991<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/cs.stanford.edu\/people\/eroberts\/courses\/soco\/projects\/1999-00\/information-theory\/entropy_of_english_9.html<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-02-6\" target=\"_blank\">73\u5e74\u524d\uff0c\u9999\u519c\u5df2\u7ecf\u7ed9\u5927\u6a21\u578b\u53d1\u5c55\u57cb\u4e0b\u4e00\u9897\u79cd\u5b50<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:73\u5e74\u524d\uff0c\u9999\u519c\u5df2\u7ecf\u7ed9\u5927 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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