{"id":201699,"date":"2024-05-10T02:47:38","date_gmt":"2024-05-09T18:47:38","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/201699.html"},"modified":"2024-05-10T02:47:41","modified_gmt":"2024-05-09T18:47:41","slug":"%e6%9c%80%e6%96%b0%e7%9a%84%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%ae%97%e6%b3%95%e6%a8%a1%e5%9e%8b%e6%9c%89%e5%93%aa%e4%ba%9b","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/201699.html","title":{"rendered":"\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6a21\u578b\u6709\u54ea\u4e9b"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24141710\/c382f734-a5ee-4cf0-b284-a288acb192bf.webp\" alt=\"\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6a21\u578b\u6709\u54ea\u4e9b\" \/><\/p>\n<p><p>\u9274\u4e8e\u6211\u65e0\u6cd5\u5728\u4e00\u6b21\u56de\u7b54\u4e2d\u63d0\u4f9b4000\u591a\u5b57\u7684\u5185\u5bb9\uff0c\u8ba9\u6211\u5148\u6309\u7167\u60a8\u7684\u6307\u793a\uff0c\u63d0\u4f9b\u4e00\u4e2a\u6587\u7ae0\u7684\u6846\u67b6\u548c\u5f00\u5934\u6bb5\u843d\uff0c\u5e76\u6982\u8ff0\u51e0\u4e2a\u91cd\u70b9\u90e8\u5206\u3002<\/p>\n<\/p>\n<p><p><strong>\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6a21\u578b<\/strong>\u5305\u62ec<strong>Transformer\u3001GPT-3\u3001BERT\u3001\u548cVision Transformers\uff08ViT\uff09<\/strong>\uff0c\u5176\u4e2d<strong>Transformer<\/strong>\u6a21\u578b\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u8303\u5f0f\u3002<strong>Transformer<\/strong>\u7b97\u6cd5\u662f\u7531Google\u57282017\u5e74\u63d0\u51fa\u7684\uff0c\u4ee5\u5176\u72ec\u7279\u7684\u201c\u81ea\u6ce8\u610f\u529b\u201d\u673a\u5236\u95fb\u540d\uff0c\u80fd\u591f\u5728\u5904\u7406\u5e8f\u5217\u6570\u636e\u65f6\uff0c\u6355\u6349\u5230\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\u3002\u8be5\u6a21\u578b\u6452\u5f03\u4e86\u4e4b\u524d\u5e7f\u6cdb\u4f7f\u7528\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u7ed3\u6784\uff0c\u800c\u662f\u901a\u8fc7\u5e76\u884c\u5904\u7406\u6765\u5927\u5e45\u63d0\u5347\u6548\u7387\u3002\u8fd9\u4e00\u7279\u6027\u4f7f\u5f97Transformer\u5728\u7ffb\u8bd1\u3001\u6587\u672c\u6458\u8981\u3001\u60c5\u611f\u5206\u6790\u7b49NLP\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u6548\u679c\u3002<\/p>\n<\/p>\n<p><h3><strong>\u4e00\u3001TRANSFORMER<\/strong><\/h3>\n<\/p>\n<p><p>Transformer\u6a21\u578b\u662f\u5f53\u524d\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u4e00\u4e2a\u70ed\u95e8\u8bdd\u9898\uff0c\u5b83\u9996\u6b21\u5728\u8bba\u6587\u300aAttention is All You Need\u300b\u4e2d\u88ab\u4ecb\u7ecd\u3002\u8be5\u6a21\u578b\u7684\u6838\u5fc3\u5728\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5b83\u80fd\u591f\u8d4b\u4e88\u6a21\u578b\u6355\u6349\u8f93\u5165\u6570\u636e\u5185\u90e8\u590d\u6742\u5173\u7cfb\u7684\u80fd\u529b\uff0c\u65e0\u9700\u4f9d\u8d56\u4e8e\u5e8f\u5217\u6570\u636e\u5904\u7406\u4e2d\u5e38\u89c1\u7684\u5faa\u73af\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p><p>Transformer\u7684\u67b6\u6784\u4e3b\u8981\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u3002\u7f16\u7801\u5668\u7528\u4e8e\u5904\u7406\u8f93\u5165\u6570\u636e\uff0c\u800c\u89e3\u7801\u5668\u5219\u7528\u4e8e\u751f\u6210\u8f93\u51fa\u3002\u6bcf\u4e2a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u5355\u5143\u90fd\u5305\u542b\u81ea\u6ce8\u610f\u529b\u5c42\u548c\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u4e14\u8fd9\u4e9b\u5355\u5143\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u9700\u6c42\u53e0\u52a0\u591a\u5c42\u3002<\/p>\n<\/p>\n<p><h3><strong>\u4e8c\u3001GPT-3<\/strong><\/h3>\n<\/p>\n<p><p>\u4f5c\u4e3a\u751f\u6210\u9884\u8bad\u7ec3Transformer\u7684\u7b2c\u4e09\u7248\uff0cGPT-3\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u9886\u57df\u5c55\u793a\u4e86\u4ee4\u4eba\u9707\u60ca\u7684\u80fd\u529b\u3002GPT-3\u6a21\u578b\u5305\u542b1750\u4ebf\u4e2a\u53c2\u6570\uff0c\u4f7f\u5176\u6210\u4e3a\u76ee\u524d\u6700\u5927\u7684\u8bed\u8a00\u6a21\u578b\u4e4b\u4e00\u3002\u8fd9\u4e00\u5de8\u5927\u7684\u6a21\u578b\u89c4\u6a21\u8d4b\u4e88\u4e86GPT-3\u5728\u591a\u79cd\u4efb\u52a1\u4e0a\uff0c\u5982\u6587\u672c\u751f\u6210\u3001\u6458\u8981\u3001\u7ffb\u8bd1\u53ca\u95ee\u7b54\u7b49\u9886\u57df\uff0c\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><p>GPT-3\u7684\u91cd\u8981\u7279\u6027\u4e4b\u4e00\u662f\u5b83\u7684\u591a\u6548\u80fd\u6027\uff0c\u8fd9\u610f\u5473\u7740\u540c\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u5728\u6ca1\u6709\u9488\u5bf9\u6027\u4efb\u52a1\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u5904\u7406\u591a\u79cd\u4e0d\u540c\u7684\u4efb\u52a1\u3002\u8fd9\u4e00\u7279\u6027\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86\u4eba\u4eec\u4f7f\u7528\u548c\u90e8\u7f72NLP\u6a21\u578b\u7684\u65b9\u5f0f\uff0c\u5927\u5927\u51cf\u5c11\u4e86\u5bf9\u6d77\u91cf\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\u3002<\/p>\n<\/p>\n<p><h3><strong>\u4e09\u3001BERT<\/strong><\/h3>\n<\/p>\n<p><p>BERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u662f\u7531Google\u57282018\u5e74\u63d0\u51fa\u7684\u53e6\u4e00\u79cd\u9769\u547d\u6027\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002BERT\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u5b83\u91c7\u7528\u53cc\u5411Transformer\u7f16\u7801\u5668\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<\/p>\n<p><p>BERT\u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\u6db5\u76d6\u4e86\u4e24\u79cd\u4efb\u52a1\uff1a\u63a9\u7801\u8bed\u8a00\u6a21\u578b\uff08MLM\uff09\u548c\u4e0b\u4e00\u4e2a\u53e5\u5b50\u9884\u6d4b\uff08NSP\uff09\u3002\u901a\u8fc7\u8fd9\u4e24\u79cd\u4efb\u52a1\uff0cBERT\u80fd\u591f\u6355\u83b7\u5230\u4e30\u5bcc\u7684\u8bed\u8a00\u7279\u6027\u53ca\u5176\u5185\u5728\u903b\u8f91\u3002BERT\u7684\u53d1\u5e03\u6807\u5fd7\u7740NLP\u4efb\u52a1\u5904\u7406\u65b9\u6cd5\u7684\u4e00\u5927\u6b65\u3002<\/p>\n<\/p>\n<p><h3><strong>\u56db\u3001VISION TRANSFORMERS\uff08VIT\uff09<\/strong><\/h3>\n<\/p>\n<p><p>Vision Transformers\uff08ViT\uff09\u662f\u8fd1\u5e74\u6765\u5c06Transformer\u5e94\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u4e00\u6b21\u7a81\u7834\u3002\u4e0e\u4e13\u4e3a\u56fe\u50cf\u8bc6\u522b\u8bbe\u8ba1\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u4e0d\u540c\uff0cViT\u901a\u8fc7\u5c06\u56fe\u50cf\u5206\u5272\u6210\u5c0f\u5757\uff08\u79f0\u4e3a\u201cpatches\u201d\uff09\uff0c\u7136\u540e\u5c06\u8fd9\u4e9bpatches\u89c6\u4e3a\u5e8f\u5217\u6570\u636e\u6765\u5904\u7406\u3002<\/p>\n<\/p>\n<p><p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u5f15\u5165\u8868\u660e\uff0cTransformer\u4e0d\u4ec5\u80fd\u591f\u5728\u6587\u672c\u6570\u636e\u5904\u7406\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u751a\u81f3\u5728\u5904\u7406\u56fe\u50cf\u8fd9\u79cd\u770b\u4f3c\u4e0eNLP\u65e0\u5173\u7684\u9886\u57df\u5185\u4e5f\u80fd\u8fbe\u5230\u4ee4\u4eba\u610f\u60f3\u4e0d\u5230\u7684\u6548\u679c\u3002ViT\u6a21\u578b\u5728\u591a\u4e2a\u6807\u51c6\u56fe\u50cf\u8bc6\u522b\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u4e0e\u5148\u8fdbCNN\u6a21\u578b\u76f8\u5339\u914d\u6216\u751a\u81f3\u8d85\u8d8a\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6a21\u578b\u5982Transformer\u3001GPT-3\u3001BERT\u548cVision Transformers\u6b63\u5728\u63a8\u52a8<a href=\"https:\/\/docs.pingcode.com\/tag\/AI\" 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