{"id":5621,"date":"2021-04-26T15:25:26","date_gmt":"2021-04-26T07:25:26","guid":{"rendered":"https:\/\/www.gbase8.cn\/?p=5621"},"modified":"2021-05-07T13:28:28","modified_gmt":"2021-05-07T05:28:28","slug":"%e6%99%ba%e8%83%bd%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e8%ae%b0%e5%bd%95-%e5%8d%8e%e4%b8%ba%e4%ba%91%e7%9b%98%e5%8f%a4%e7%b3%bb%e5%88%97-ai-%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.gbase8.cn\/en\/5621","title":{"rendered":"\u667a\u80fd\u673a\u5668\u5b66\u4e60\u8bb0\u5f55 - \u534e\u4e3a\u4e91\u76d8\u53e4\u7cfb\u5217 AI \u5927\u6a21\u578b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Directory Navigation<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2aa4fa06201\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2aa4fa06201\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E5%90%8D%E8%AF%8D\" >\u540d\u8bcd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E5%8D%8E%E4%B8%BA%E4%BA%91%E7%9B%98%E5%8F%A4%E7%B3%BB%E5%88%97_AI_%E5%A4%A7%E6%A8%A1%E5%9E%8B\" >\u534e\u4e3a\u4e91\u76d8\u53e4\u7cfb\u5217 AI \u5927\u6a21\u578b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E4%BB%8B%E7%BB%8D\" >\u4ecb\u7ecd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E6%8E%92%E8%A1%8C%E6%A6%9C\" >\u6392\u884c\u699c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E6%A0%B8%E5%BF%83%E6%8A%80%E6%9C%AF\" >\u6838\u5fc3\u6280\u672f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E6%A1%88%E4%BE%8B\" >\u6848\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.gbase8.cn\/en\/5621\/#%E5%8F%82%E8%80%83\" >\u53c2\u8003<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%90%8D%E8%AF%8D\"><\/span>\u540d\u8bcd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NLP  \u81ea\u7136\u8bed\u8a00\u5904\u7406(Natural Language Processing)<br>CV \u8ba1\u7b97\u673a\u89c6\u89c9\uff08Computer Vision)<br>\u591a\u6a21\u6001\u5927\u6a21\u578b<br>\u79d1\u5b66\u8ba1\u7b97\u5927\u6a21\u578b<br><strong>CLUE<\/strong>  <strong>\u4e2d\u6587\u8bed\u8a00\u7406\u89e3\u6d4b\u8bc4\u57fa\u51c6<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%8D%8E%E4%B8%BA%E4%BA%91%E7%9B%98%E5%8F%A4%E7%B3%BB%E5%88%97_AI_%E5%A4%A7%E6%A8%A1%E5%9E%8B\"><\/span>\u534e\u4e3a\u4e91\u76d8\u53e4\u7cfb\u5217 AI \u5927\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u534e\u4e3a\u4e91\u76d8\u53e4\u7cfb\u5217 AI \u5927\u6a21\u578b\u8ba1\u5212\u5305\u62ec\u56db\u5927\u6a21\u578b\uff1aNLP \u5927\u6a21\u578b\u3001CV \u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u79d1\u5b66\u8ba1\u7b97\u5927\u6a21\u578b\u3002\u6574\u4e2a\u5927\u6a21\u578b\u8bbe\u8ba1\u9075\u5faa\u4e09\u5927\u539f\u5219\uff1a\u4e00\u662f\u8d85\u5927\u7684\u795e\u7ecf\u7f51\u7edc\uff1b\u4e8c\u662f\u7f51\u7edc\u67b6\u6784\u5f3a\u58ee\uff0c\u76f8\u6bd4\u4e8e\u5b9a\u5236\u5316\u5c0f\u6a21\u578b\uff0c\u5927\u6a21\u578b\u7efc\u5408\u6027\u80fd\u63d0\u5347\u4e86 10% \u4ee5\u4e0a\uff1b\u4e09\u662f\u5065\u58ee\uff08Robust\uff09\u7684\u7f51\u7edc\u6027\u80fd\uff0c\u5168\u573a\u666f\u8986\u76d6\u7387\u63d0\u5347 10 \u500d\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"636\" height=\"339\" src=\"https:\/\/www.gbase8.cn\/wp-content\/uploads\/2021\/04\/image-21.png\" alt=\"\" class=\"wp-image-5627\"\/><figcaption>\u534e\u4e3a\u4e91\u76d8\u53e4\u7cfb\u5217 AI \u5927\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BB%8B%E7%BB%8D\"><\/span>\u4ecb\u7ecd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e1a\u754c\u9996\u4e2a\u5343\u4ebf\u53c2\u6570\u7684\u4e2d\u6587\u5927\u6a21\u578b\u2014\u2014\u76d8\u53e4 NLP \u5927\u6a21\u578b\u4e3a\u4e86\u52a0\u901f AI \u5de5\u4e1a\u5316\u5f00\u53d1\u8fdb\u7a0b\uff0c\u534e\u4e3a\u53d1\u5e03\u4e86\u5168\u6808\u5168\u573a\u666f AI \u89e3\u51b3\u65b9\u6848\u30022019 \u5e74 8 \u6708\uff0c\u53d1\u5e03\u4e86\u6607\u817e 910 \u82af\u7247\u529b\u548c\u8ba1\u7b97\u6846\u67b6 MindSpore\uff1b2020 \u5e74 3 \u6708\uff0c\u5728 HDC.Cloud \u53d1\u5e03\u4e86\u89c6\u89c9\u7814\u7a76\u8ba1\u5212\uff0c\u6b63\u5f0f\u5f00\u6e90 MindSpore\uff1b2020 \u5e74 9 \u6708\uff0c\u5347\u7ea7\u53d1\u5e03\u4e86 AI \u4e00\u7ad9\u5f0f\u5f00\u53d1\u5e73\u53f0 ModelArts3.0\u3002\u5c31\u5728\u521a\u521a\uff0c\u534e\u4e3a\u4e91\u53c8\u53d1\u5e03\u4e86\u4e1a\u754c\u9996\u4e2a\u5343\u4ebf\u53c2\u6570\u7684\u4e2d\u6587\u5927\u6a21\u578b\u2014\u2014\u76d8\u53e4 NLP \u5927\u6a21\u578b\u3002\u636e\u4e86\u89e3\uff0c\u76d8\u53e4 NLP \u5927\u6a21\u578b\uff0c\u7531\u534e\u4e3a\u4e91\u3001\u5faa\u73af\u667a\u80fd\u548c\u9e4f\u57ce\u5b9e\u9a8c\u5ba4\u8054\u5408\u5f00\u53d1\uff0c\u662f\u5168\u7403\u6700\u5927\u7684\u4e2d\u6587\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u5b66\u4e60\u4e86 40 TB \u7684\u4e2d\u6587\u6587\u672c\u6570\u636e\uff0c\u5176\u4e2d\u5305\u62ec\u7ec6\u5206\u884c\u4e1a\u7684\u5c0f\u6837\u672c\u6570\u636e\uff0c\u53ef\u4ee5\u4f18\u5316\u63d0\u5347\u6a21\u578b\u5728\u5177\u4f53\u573a\u666f\u4e2d\u7684\u5e94\u7528\u6027\u80fd\u3002\u4e0e\u5176\u4ed6\u5927\u6a21\u578b\u4e0d\u540c\u7684\u662f\uff0c\u76d8\u53e4 NLP \u5927\u6a21\u578b\u7784\u51c6\u7684\u662f\u7ec6\u5206\u884c\u4e1a\uff0c\u4e3b\u8981\u89e3\u51b3\u5546\u4e1a\u73af\u5883\u4e2d\u4f4e\u6210\u672c\u5927\u89c4\u6a21\u5b9a\u5236\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8E%92%E8%A1%8C%E6%A6%9C\"><\/span>\u6392\u884c\u699c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u76d8\u53e4NLP\u5927\u6a21\u578b\u5728\u6743\u5a01\u7684\u4e2d\u6587\u8bed\u8a00\u7406\u89e3\u8bc4\u6d4b\u57fa\u51c6CLUE\u699c\u5355\u4e2d\uff0c\u603b\u6210\u7ee9\u53ca\u5206\u7c7b\u3001\u9605\u8bfb\u7406\u89e3\u5355\u9879\u5747\u6392\u540d\u7b2c\u4e00\uff0c\u5237\u65b0\u4e09\u9879\u699c\u5355\u4e16\u754c\u5386\u53f2\u7eaa\u5f55\uff0c\u603b\u6210\u7ee9\u5f97\u520683.046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1241\" height=\"509\" src=\"https:\/\/www.gbase8.cn\/wp-content\/uploads\/2021\/04\/image-22.png\" alt=\"\" class=\"wp-image-5632\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A0%B8%E5%BF%83%E6%8A%80%E6%9C%AF\"><\/span>\u6838\u5fc3\u6280\u672f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u76d8\u53e4 NLP \u5927\u6a21\u578b\u80fd\u591f\u5728 CLUE \u5237\u65b0\u4e09\u9879\u5386\u53f2\u8bb0\u5f55\uff1f\u76f8\u6bd4\u4e8e\u4e1a\u754c\u5176\u4ed6\u5927\u6a21\u578b\uff0c\u5b83\u53c8\u6709\u54ea\u4e9b\u4e0d\u540c\u5462\uff1f<\/p>\n\n\n\n<p>\u7b2c\u4e00\uff0c\u76d8\u53e4 NLP \u5927\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u6c89\u6dc0\u4e86\u5927\u91cf\u7684\u901a\u7528\u77e5\u8bc6\uff0c\u65e2\u80fd\u505a\u751f\u6210\u53c8\u80fd\u505a\u7406\u89e3\u7684\u7279\u6027\u8ba9\u5b83\u6709\u80fd\u529b\u652f\u6301\u884c\u4e1a\u77e5\u8bc6\u5e93\u548c\u6570\u636e\u5e93\u7684\u5d4c\u5165\uff0c\u8fdb\u800c\u5bf9\u63a5\u884c\u4e1a\u7ecf\u9a8c\u3002\u5927\u6a21\u578b\u53ef\u4ee5\u5145\u5f53\u7cfb\u7edf\u4e2d\u7684\u4efb\u610f\u6a21\u5757\uff0c\u5feb\u901f\u9002\u914d\u548c\u6269\u5c55\u4e0d\u540c\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\uff0c\u76d8\u53e4 NLP \u5927\u6a21\u578b\u5728 encoder-decoder \u7684\u67b6\u6784\u57fa\u7840\u4e0a\u690d\u5165\u4e86\u534e\u4e3a\u4e91\u7684\u8bad\u7ec3\u6280\u5de7\u548c\u65b9\u6cd5\uff0c\u6240\u4ee5\u6027\u80fd\u4f18\u5f02\uff0c\u5728 CLUE \u4e09\u9879\u699c\u5355\u4e2d\u90fd\u83b7\u5f97\u4e86\u7b2c\u4e00\u540d\u3002\u540c\u65f6\uff0c\u76d8\u53e4 NLP \u5927\u6a21\u578b\u8fd8\u8fdb\u884c\u4e86 nlpcc2018 \u6587\u672c\u6458\u8981\u4efb\u52a1\u7684\u8bc4\u6d4b\uff0c\u83b7\u5f97\u4e86 Rouge Score \u5e73\u5747\u5206 0.53 \u7684\u4e1a\u754c\u6700\u4f73\u6210\u7ee9\uff0c\u8d85\u8d8a\u7b2c\u4e8c\u540d\u767e\u5206\u4e4b\u516d\u5341\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\uff0c\u4e4b\u524d\u4e1a\u754c\u53d1\u5e03\u7684\u5927\u6a21\u578b\u57fa\u672c\u90fd\u4e0d\u8c03\u4f18\uff0c\u6216\u8005\u662f\u4f7f\u7528 non-gradient\uff08\u975e\u68af\u5ea6\u4e0b\u964d\uff09\u8c03\u4f18\uff0c\u4e3a\u4e86\u8ffd\u6c42\u6cdb\u5316\u80fd\u529b\u800c\u727a\u7272\u4e00\u4e9b\u573a\u666f\u7684\u6027\u80fd\u3002\u800c\u76d8\u53e4 NLP \u5927\u6a21\u578b\u4e3a\u4e86\u6539\u53d8\u8fd9\u4e00\u7f3a\u9677\uff0c\u91c7\u7528\u4e86\u5927\u6a21\u578b\u5c0f\u6837\u672c\u7684\u8c03\u4f18\u65b9\u5f0f\uff0c\u57fa\u4e8e\u63d0\u793a\uff08prompt-based\uff09\u7684\u8c03\u4f18\u3001\u52a8\u6001\u51b0\u5316\u7b49\u4e00\u7cfb\u5217\u6b63\u5219\u5316\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u5c0f\u6837\u672c\u5b66\u4e60\u4efb\u52a1\u4e0a\u8d85\u8d8a GPT \u7cfb\u5217\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u5341\u4ebf\u53c2\u6570\u3001\u5341\u4ebf\u7ea7\u56fe\u50cf\u77e5\u8bc6\u7684 CV \u6a21\u578b\u2014\u2014\u76d8\u53e4 CV \u5927\u6a21\u578b<\/strong><\/p>\n\n\n\n<p>\u9664\u4e86 NLP \u6a21\u578b\uff0c\u534e\u4e3a\u4e91\u8fd8\u540c\u65f6\u53d1\u5e03\u4e86\u76d8\u53e4 CV \u5927\u6a21\u578b\u3002\u636e\u4e86\u89e3\uff0c\u8be5 CV \u6a21\u578b\u5305\u542b 30 \u4ebf + \u53c2\u6570\uff0c\u662f\u76ee\u524d\u4e1a\u754c\u6700\u5927\u7684 CV \u6a21\u578b\uff0c\u5e76\u4e14\u5728 ImageNet 1%\u300110% \u7b49\u6570\u636e\u96c6\u4e0a\u7684\u5c0f\u6837\u672c\u5206\u7c7b\u7cbe\u5ea6\u4e0a\u5747\u8fbe\u5230\u76ee\u524d\u4e1a\u754c\u6700\u9ad8\u6c34\u5e73\uff08SOTA\uff09\u3002<\/p>\n\n\n\n<p>\u4e0e\u5176\u4ed6 CV \u5927\u6a21\u578b\u4e0d\u540c\u7684\u662f\uff0c\u76d8\u53e4 CV \u5927\u6a21\u578b\u9996\u6b21\u517c\u987e\u4e86\u56fe\u50cf\u5224\u522b\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u80fd\u591f\u540c\u65f6\u6ee1\u8db3\u5e95\u5c42\u56fe\u50cf\u6062\u590d\u4e0e\u9ad8\u5c42\u8bed\u4e49\u7406\u89e3\u7684\u9700\u6c42\uff0c\u540c\u65f6\u878d\u5408\u4e86\u5404\u884c\u4e1a\u77e5\u8bc6\uff0c\u80fd\u591f\u5feb\u901f\u9002\u914d\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002\u76ee\u524d\uff0c\u76d8\u53e4 CV \u5927\u6a21\u578b\u5df2\u7ecf\u5728\u533b\u5b66\u5f71\u50cf\u3001\u91d1\u878d\u7b49 100+ \u9879\u4efb\u52a1\u4e2d\u5e94\u7528\u5b9e\u8df5\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5927\u5e45\u63d0\u5347\u4e1a\u52a1\u6d4b\u8bd5\u7cbe\u5ea6\uff0c\u8fd8\u80fd\u5e73\u5747\u8282\u7ea6 90% \u4ee5\u4e0a\u7684\u7814\u53d1\u6210\u672c\u3002\u73b0\u6709\u7684 AI \u5de5\u7a0b\u901a\u5e38\u90fd\u9700\u8981\u9488\u5bf9\u4e0d\u540c\u573a\u666f\u505a\u5b9a\u5236\u5316\u5f00\u53d1\uff0c\u8d39\u65f6\u8d39\u529b\u3002\u76d8\u53e4 CV \u5927\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u89e3\u51b3\u4e86 AI \u5de5\u7a0b\u96be\u4ee5\u6cdb\u5316\u548c\u590d\u5236\u7684\u95ee\u9898\uff0c\u8ba9 AI \u5f00\u53d1\u8fdb\u5165\u5de5\u4e1a\u5316\u6a21\u5f0f\uff0c\u4e00\u5957\u6d41\u6c34\u7ebf\u53ef\u4ee5\u590d\u5236\u5230\u4e0d\u540c\u7684\u573a\u666f\u4e2d\uff0c\u8282\u7ea6\u4eba\u529b\u548c\u7b97\u529b\u3002<\/p>\n\n\n\n<p>\u5728\u529f\u80fd\u65b9\u9762\uff0c\u76d8\u53e4 CV \u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u3001\u5927\u6a21\u578b\u90e8\u7f72\u548c\u5927\u6a21\u578b\u8fed\u4ee3\u4e09\u4e2a\u529f\u80fd\uff0c\u4e09\u8005\u65e2\u662f\u4e2a\u6709\u673a\u6574\u4f53\uff0c\u4e5f\u5f62\u6210\u4e86 AI \u5f00\u53d1\u7684\u5b8c\u6574\u95ed\u73af\u3002<\/p>\n\n\n\n<p><strong>\u5927\u6a21\u578b\u9884\u8bad\u7ec3<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e2a\u9636\u6bb5\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f\u5982\u4f55\u5c06\u8d85\u5927\u89c4\u6a21\u6570\u636e\uff0c\u7279\u522b\u662f\u5404\u79cd\u884c\u4e1a\u6570\u636e\u4e2d\u8574\u542b\u7684\u77e5\u8bc6\uff0c\u5b58\u50a8\u5728\u5927\u6a21\u578b\u4e2d\u3002\u9884\u8bad\u7ec3\u7684\u5173\u952e\u662f\u6574\u5408\u65e0\u6807\u7b7e\u548c\u6709\u6807\u7b7e\u56fe\u50cf\uff0c\u6355\u6349\u5176\u4e2d\u9690\u542b\u7684\u7ed3\u6784\u5316\u7279\u5f81\uff0c\u7279\u522b\u662f\u6837\u672c\u548c\u6837\u672c\u4e4b\u95f4\u7684\u5173\u7cfb\u4fe1\u606f\u3002\u76d8\u53e4 CV \u5927\u6a21\u578b\u4e2d\u5305\u542b\u4e86\u6570\u636e\u5904\u7406\u3001\u67b6\u6784\u8bbe\u8ba1\u548c\u6a21\u578b\u4f18\u5316\u4e09\u4e2a\u6b65\u9aa4\uff0c\u652f\u6301\u5c42\u6b21\u5316\u7a7a\u95f4\u7279\u5f81\u805a\u5408\u3001\u76d1\u7763\u5f0f\u5bf9\u6bd4\u8bed\u4e49\u8c03\u6574\u7b49\u7b97\u6cd5\uff0c\u53ef\u4ee5\u5c06\u56fe\u50cf\u7684\u8868\u5f81\u6548\u7387\u63d0\u5347\u6570\u5343\u500d\u3002<\/p>\n\n\n\n<p><strong>\u5927\u6a21\u578b\u90e8\u7f72<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e2a\u9636\u6bb5\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f\u5982\u4f55\u8986\u76d6\u5404\u7c7b\u7b97\u529b\u5dee\u522b\u8f83\u5927\u7684\u8bbe\u5907\uff0c\u5305\u62ec\u7528\u4e8e\u9ad8\u6e05\u9065\u611f\u5f71\u50cf\u5206\u6790\u7684\u4e91\u4fa7\u8bbe\u5907\u3001\u7528\u4e8e\u7535\u529b\u7ebf\u8def\u5de1\u68c0\u7684\u8fb9\u4fa7\u8bbe\u5907\u3001\u4ee5\u53ca\u7528\u4e8e\u94c1\u8def\u6545\u969c\u68c0\u6d4b\u7684\u7aef\u4fa7\u8bbe\u5907\u7b49\u7b49\u3002\u4e09\u5341\u4ebf\u53c2\u6570\u7684\u5927\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u6ee1\u8db3\u7528\u6237\u7684\u901f\u5ea6\u8981\u6c42\uff0c\u76d8\u53e4 CV \u5927\u6a21\u578b\u4e2d\u4e13\u95e8\u8bbe\u8ba1\u4e86\u6a21\u578b\u62bd\u53d6\u548c\u77e5\u8bc6\u84b8\u998f\u7b97\u6cd5\uff0c\u80fd\u591f\u6839\u636e\u7528\u6237\u9700\u6c42\u62bd\u53d6\u9ad8\u6548\u5b50\u6a21\u578b\uff0c\u5e76\u4e14\u786e\u4fdd\u5c06\u5927\u6a21\u578b\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u6700\u5927\u9650\u5ea6\u5730\u4f20\u9012\u7ed9\u5b50\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u8fed\u4ee3\uff1a\u76d8\u53e4 CV \u5927\u6a21\u578b\u914d\u5907\u4e86\u6570\u636e\u6316\u6398\u548c\u589e\u91cf\u5b66\u4e60\u6a21\u5757\uff0c\u5176\u4e2d\u7684\u4e00\u6bd4\u7279\u76d1\u7763\u5b66\u4e60\u3001\u53cc\u5411\u81ea\u6b65\u5b66\u4e60\u7b49\u7b97\u6cd5\u80fd\u591f\u51cf\u5c11 90% \u4ee5\u4e0a\u7684\u4eba\u529b\u5e72\u9884\uff1b\u540c\u65f6\u7c7b\u522b\u589e\u91cf\u3001\u96be\u4f8b\u589e\u91cf\u5b66\u4e60\u7b49\u6280\u672f\u4e5f\u80fd\u591f\u5728\u589e\u91cf\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u51cf\u5c11 90% \u4ee5\u4e0a\u7684\u7b97\u529b\u6d88\u8017\u3002\u914d\u5408\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u6a21\u578b\u878d\u5408\u6280\u672f\uff0c\u76d8\u53e4 CV \u5927\u6a21\u578b\u6700\u7ec8\u53ef\u5b9e\u73b0\u95ed\u73af\u8fed\u4ee3\uff0c\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u4e5f\u4f1a\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u9010\u6e10\u589e\u5f3a\u3002<\/p>\n\n\n\n<p>4\u5927\u6a21\u578b\u80cc\u540e\u7684\u6280\u672f\u652f\u6491\u4ee5\u53ca\u5b9e\u8df5\u6848\u4f8b\u76d8\u53e4 NLP \u5927\u6a21\u578b\u5177\u5907\u5343\u4ebf\u53c2\u6570\u300110\u768423\u6b21\u65b9\u300140TB \u7684\u4e2d\u6587\u6587\u672c\u8bad\u7ec3\u6570\u636e\uff0c\u5982\u679c\u662f\u4f7f\u7528\u5355\u5361\u6765\u652f\u6301\u76d8\u53e4\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u9700\u8981\u6570\u767e\u5e74\u7684\u65f6\u95f4\u624d\u80fd\u8bad\u7ec3\u5b8c\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u76d8\u53e4\u5927\u6a21\u578b\u80cc\u540e\u5230\u5e95\u6709\u7740\u4ec0\u4e48\u6837\u7684\u6280\u672f\u652f\u6491\u5462\uff1f\u636e\u6089\uff0c\u76d8\u53e4\u5927\u6a21\u578b\u7684 AI \u7b97\u529b\u548c\u6570\u636e\u541e\u5410\u80fd\u529b\u90fd\u662f\u7531\u9e4f\u57ce\u4e91\u8111 II \u63d0\u4f9b\u7684\uff0c\u8fd9\u662f\u56fd\u5185\u6700\u5927\u89c4\u6a21\u7684 AI \u8bad\u7ec3\u96c6\u7fa4\u3002\u9664\u4e86\u786c\u4ef6\u7b97\u529b\u652f\u6301\uff0c\u534e\u4e3a\u5e95\u5c42\u8f6f\u4ef6\u3001\u8bad\u7ec3\u6846\u67b6\u3001ModelArts \u5e73\u53f0\u4e5f\u4e3a\u76d8\u53e4\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u6280\u672f\u4fdd\u969c\u3002<\/p>\n\n\n\n<p>\u5728\u7b97\u6cd5\u65b9\u9762\uff0c\u534e\u4e3a\u4e91\u7684\u7b97\u6cd5\u56e2\u961f\u548c\u5faa\u73af\u667a\u80fd\uff08Recurrent AI\uff09\u7684 NLP \u56e2\u961f\u8054\u5408\u653b\u5173\uff0c\u7a81\u7834\u4e86\u5927\u6a21\u578b\u5fae\u8c03\u7684\u96be\u9898\u3002\u9488\u5bf9\u5e95\u5c42\u7b97\u5b50\u6027\u80fd\uff0c\u76d8\u53e4\u5927\u6a21\u578b\u57fa\u4e8e CANN \u91c7\u7528\u4e86\u7b97\u5b50\u91cf\u5316\u3001\u7b97\u5b50\u878d\u5408\u4f18\u5316\u7b49\u6280\u672f\uff0c\u5355\u7b97\u5b50\u6027\u80fd\u80fd\u591f\u63d0\u5347 30% \u4ee5\u4e0a\u3002\u9488\u5bf9\u5e76\u884c\u7b56\u7565\uff0c\u534e\u4e3a MindSpore \u91c7\u7528\u4e86\u201c\u6d41\u6c34\u7ebf\u5e76\u884c\u3001\u6a21\u578b\u5e76\u884c\u548c\u6570\u636e\u5e76\u884c\u201d\u7684\u591a\u7ef4\u81ea\u52a8\u6df7\u5408\u5e76\u884c\u6280\u672f\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u624b\u52a8\u7f16\u7801\u7684\u5de5\u4f5c\u91cf\uff0c\u96c6\u7fa4\u7ebf\u6027\u5ea6\u63d0\u5347 20%\u3002\u9488\u5bf9\u8bad\u7ec3\u8d44\u6e90\u8c03\u5ea6\uff0c\u534e\u4e3a\u4e91 ModelArts \u652f\u6301 E \u7ea7\u7b97\u529b\u8c03\u5ea6\uff0c\u63d0\u4f9b\u6700\u4f18\u7684\u7f51\u7edc\u901a\u4fe1\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u501f\u52a9 ModelArts \u5e73\u53f0\u7684\u6d77\u91cf\u6570\u636e\u5904\u7406\u80fd\u529b\uff0c\u76d8\u53e4\u5927\u6a21\u578b\u4ec5\u7528 7 \u5929\u5c31\u53ef\u4ee5\u5b8c\u6210 40TB \u6587\u672c\u6570\u636e\u5904\u7406\u3002\u5149\u8bf4\u4e0d\u7ec3\u5047\u628a\u5f0f\uff0c\u4e86\u89e3\u4e86\u76d8\u53e4\u5927\u6a21\u578b\u80cc\u540e\u7684\u6280\u672f\u652f\u6491\u4e4b\u540e\uff0c\u6211\u4eec\u6765\u770b\u770b\u76d8\u53e4\u5927\u6a21\u578b\u662f\u5982\u4f55\u5e94\u7528\u5230\u5b9e\u9645\u6848\u4f8b\u4e2d\u3002\u56fd\u7f51\u91cd\u5e86\u6c38\u5ddd\u4f9b\u7535\u516c\u53f8\u662f\u56fd\u5185\u65e9\u671f\u91c7\u7528\u65e0\u4eba\u673a\u667a\u80fd\u5de1\u68c0\u6280\u672f\u6765\u66ff\u4ee3\u4eba\u5de5\u5de1\u68c0\u7684\u7535\u529b\u516c\u53f8\uff0c\u5e76\u5c06\u65e0\u4eba\u673a\u6570\u636e\u91c7\u96c6\u5e94\u7528\u4e8e\u8f93\u7535\u7ebf\u8def\u3001\u53d8\u7535\u7ad9\u3001\u914d\u7535\u7ebf\u8def\u81ea\u4e3b\u5de1\u68c0\u7b49\u591a\u4e2a\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A1%88%E4%BE%8B\"><\/span>\u6848\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4f46\u662f\u4f20\u7edf\u7684\u65e0\u4eba\u673a\u667a\u80fd\u5de1\u68c0 AI \u6a21\u578b\u5f00\u53d1\u4e2d\uff0c\u4ed6\u4eec\u9047\u5230\u4e86\u4e24\u4e2a\u96be\u9898\uff0c\u4e00\u662f\u5982\u4f55\u8fdb\u884c\u7f3a\u9677\u6837\u672c\u7684\u9ad8\u6548\u6807\u6ce8\uff0c\u4e8c\u662f\u667a\u80fd\u5de1\u68c0\u6545\u969c\u79cd\u7c7b\u7e41\u591a\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u56fd\u7f51\u91cd\u5e86\u6c38\u5ddd\u4f9b\u7535\u516c\u53f8\u4e0e\u534e\u4e3a\u4e91\u5408\u4f5c\u5e94\u7528\u4e86\u76d8\u53e4 CV \u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5728\u6570\u636e\u6807\u6ce8\u65b9\u9762\uff0c\u76d8\u53e4 CV \u5927\u6a21\u578b\u5229\u7528\u6d77\u91cf\u65e0\u6807\u6ce8\u7535\u529b\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5e76\u7ed3\u5408\u5c11\u91cf\u6807\u6ce8\u6837\u672c\u5fae\u8c03\u7684\u9ad8\u6548\u5f00\u53d1\u6a21\u5f0f\uff0c\u63d0\u51fa\u4e86\u9488\u5bf9\u7535\u529b\u884c\u4e1a\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u5e94\u7528\u4e4b\u540e\uff0c\u6837\u672c\u7b5b\u9009\u6548\u7387\u63d0\u5347\u7ea6 30 \u500d\uff0c\u7b5b\u9009\u8d28\u91cf\u63d0\u5347\u7ea6 5 \u500d\uff0c\u4ee5\u6c38\u5ddd\u6bcf\u5929\u91c7\u96c6 5 \u4e07\u5f20\u9ad8\u6e05\u56fe\u7247\u4e3a\u4f8b\uff0c\u53ef\u8282\u7701\u4eba\u5de5\u6807\u6ce8\u65f6\u95f4 170 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