{"id":1540,"date":"2024-05-20T19:36:49","date_gmt":"2024-05-20T19:36:49","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1540"},"modified":"2024-05-20T19:36:49","modified_gmt":"2024-05-20T19:36:49","slug":"dabaihua70genibixuzhidaodeaizhongyaogainiansan","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/dabaihua70genibixuzhidaodeaizhongyaogainiansan.html","title":{"rendered":"\u5927\u767d\u8bdd70\u4e2a\u4f60\u5fc5\u987b\u77e5\u9053\u7684AI\u91cd\u8981\u6982\u5ff5\uff08\u4e09\uff09"},"content":{"rendered":"<p>\u672c\u6587\u6309\u82f1\u6587\u8d77\u9996\u5b57\u6bcd\u987a\u5e8f\uff0c\u6574\u7406\u4e8670\u4e2a\u5e38\u7528\u7684\u751f\u6210\u5f0fAI\u9886\u57df\u5e38\u7528\u6982\u5ff5\uff0c\u8bd5\u56fe\u4ee5\u5927\u767d\u8bdd\u8fdb\u884c\u8be0\u91ca\uff0c\u5982\u679c\u4f60\u4e0d\u6c42\u751a\u89e3\u3001\u4f46\u4e5f\u6c42\u7565\u89e3\u7684\u8bdd\uff0c\u6b22\u8fce\u6536\u85cf\u3002\u7b2c\u4e00\u90e8\u5206\u4ece<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.finclip.com%2Fblog%2Fgai-terms-1\" target=\"_blank\" title=\"https:\/\/www.finclip.com\/blog\/gai-terms-1\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">A\u5230I<\/a>\uff0c\u7b2c\u4e8c\u90e8\u5206\u4ece<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.finclip.com%2Fblog%2Fgai-terms-2\" target=\"_blank\" title=\"https:\/\/www.finclip.com\/blog\/gai-terms-2\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">L\u5230P<\/a>\uff0c\u7b2c\u4e09\u90e8\u5206\u4ece<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.finclip.com%2Fblog%2Fgai-terms-3\" target=\"_blank\" title=\"https:\/\/www.finclip.com\/blog\/gai-terms-3\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Q\u5230Z<\/a>\u3002<\/p>\n<h2 data-id=\"heading-0\">Q<\/h2>\n<p><strong>57 QLoRA:<\/strong> \u91cf\u5316LoRA\u3002QLoRA\u662fLoRA\u7684\u8fdb\u4e00\u6b65\u6539\u8fdb\uff0c\u4f7f\u7528\u91cf\u5316\u6280\u672f\uff08Quantization\uff09\u6765\u51cf\u5c0f\u9002\u914d\u5668\u6a21\u5757\u7684\u5927\u5c0f\u548c\u5185\u5b58\u5360\u7528\u3002\u4f20\u7edf\u4e0a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u5185\u5b58\u624d\u80fd\u8fd0\u884c\u3002\u8fd9\u4f7f\u5f97\u5b83\u4eec\u96be\u4ee5\u5728\u6709\u9650\u8d44\u6e90\u7684\u8bbe\u5907\u4e0a\u90e8\u7f72\uff0c\u4f8b\u5982\u624b\u673a\u6216\u8fb9\u7f18\u8bbe\u5907\u3002QLoRA \u4f7f\u7528\u91cf\u5316\u6280\u672f\u6765\u51cf\u5c11\u9002\u914d\u5668\u6a21\u5757\u7684\u5927\u5c0f\u548c\u5185\u5b58\u5360\u7528\uff0c\u4f7f\u5f97\u5927\u8bed\u8a00\u6a21\u578b\u5728\u624b\u673a\u4e0a\u90e8\u7f72\u6210\u4e3a\u53ef\u80fd\u3002QLoRA \u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u5b83\u53ef\u4ee5\u4f7f\u7528 4 \u4f4d\u91cf\u5316\u6765\u5b9e\u73b0\u4e0e 16 \u4f4d\u5b8c\u5168\u5fae\u8c03\u76f8\u5339\u914d\u7684\u6027\u80fd\u3002\u8fd9\u610f\u5473\u7740\uff0cQLoRA \u53ef\u4ee5\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u9700\u6c42\u964d\u4f4e\u4e00\u534a\u3002<\/p>\n<p>**58 Quantization\uff1a**\u91cf\u5316\u6280\u672f\u3002\u8fd9\u662f\u4e00\u4e2a\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u8bad\u7ec3\u548c\u63a8\u7406\u90fd\u4f1a\u7528\u5230\u7684\u975e\u5e38\u91cd\u8981\u7684\u6280\u672f\u624b\u6bb5\uff0c\u7528\u4e8e\u538b\u7f29\u6a21\u578b\u7684\u53c2\u6570\u8868\u793a\u3002\u7b80\u5355\u8bf4\uff0c\u5b83\u662f\u4e00\u4e2a\u5c06\u8fde\u7eed\u7684\u503c\u8f6c\u6362\u4e3a\u79bb\u6563\u7684\u503c\u7684\u8fc7\u7a0b\uff0c\u662f\u5c06\u6a21\u578b\u6743\u91cd\u4ece\u5168\u7cbe\u5ea6\u6d6e\u70b9\u6570(32\u4f4d)\u8868\u793a\u91cf\u5316\u5230\u4f4e\u4f4d\u5bbd\u6574\u6570\uff0c\u6bd4\u59828\u6bd4\u7279\u62164\u6bd4\u7279\u3002\u901a\u8fc7\u8fd9\u79cd\u91cf\u5316,\u53ef\u4ee5\u660e\u663e\u51cf\u5c0f\u6a21\u578b\u5927\u5c0f\u548c\u5185\u5b58\u5360\u7528\uff0c\u964d\u4f4e\u8ba1\u7b97\u548c\u5b58\u50a8\u6210\u672c\u3002\u4e3a\u4e86\u4fbf\u4e8e\u7406\u89e3\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u91cf\u5316\u7c7b\u6bd4\u4e3a\u4ee5\u4e0b\u4f8b\u5b50\uff1a<\/p>\n<ul>\n<li><strong>\u5c06\u6e29\u5ea6\u4ece\u6444\u6c0f\u5ea6\u8f6c\u6362\u4e3a\u534e\u6c0f\u5ea6<\/strong>\u3002\u6444\u6c0f\u5ea6\u662f\u8fde\u7eed\u7684\u6e29\u5ea6\u5355\u4f4d\uff0c\u800c\u534e\u6c0f\u5ea6\u662f\u79bb\u6563\u7684\u6e29\u5ea6\u5355\u4f4d\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u6444\u6c0f\u5ea6\u6e29\u5ea6\u8f6c\u6362\u4e3a\u534e\u6c0f\u5ea6\uff0c\u65b9\u6cd5\u662f\u5c06\u6444\u6c0f\u5ea6\u6e29\u5ea6\u4e58\u4ee5 1.8\uff0c\u518d\u52a0\u4e0a 32\u3002\u4f8b\u5982\uff0c20 \u6444\u6c0f\u5ea6\u7b49\u4e8e 68 \u534e\u6c0f\u5ea6\u3002<\/li>\n<li><strong>\u5c06\u97f3\u91cf\u4ece\u5206\u8d1d\u8f6c\u6362\u4e3a\u767e\u5206\u6bd4<\/strong>\u3002\u5206\u8d1d\u662f\u8fde\u7eed\u7684\u97f3\u91cf\u5355\u4f4d\uff0c\u800c\u767e\u5206\u6bd4\u662f\u79bb\u6563\u7684\u97f3\u91cf\u5355\u4f4d\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u5206\u8d1d\u97f3\u91cf\u8f6c\u6362\u4e3a\u767e\u5206\u6bd4\uff0c\u65b9\u6cd5\u662f\u5c06\u5206\u8d1d\u97f3\u91cf\u9664\u4ee5 100\uff0c\u518d\u4e58\u4ee5 100\u3002\u4f8b\u5982\uff0c80 \u5206\u8d1d\u7b49\u4e8e 80%\u3002<\/li>\n<li><strong>\u5c06\u56fe\u50cf\u4ece RGB \u989c\u8272\u7a7a\u95f4\u8f6c\u6362\u4e3a\u7070\u5ea6\u56fe\u50cf<\/strong>\u3002RGB \u989c\u8272\u7a7a\u95f4\u662f\u8fde\u7eed\u7684\u989c\u8272\u7a7a\u95f4\uff0c\u800c\u7070\u5ea6\u56fe\u50cf\u662f\u79bb\u6563\u7684\u989c\u8272\u7a7a\u95f4\u3002\u6211\u4eec\u53ef\u4ee5\u5c06 RGB \u56fe\u50cf\u8f6c\u6362\u4e3a\u7070\u5ea6\u56fe\u50cf\uff0c\u65b9\u6cd5\u662f\u5c06 RGB \u4e09\u4e2a\u901a\u9053\u76f8\u52a0\uff0c\u7136\u540e\u9664\u4ee5 3\u3002<\/li>\n<\/ul>\n<h2 data-id=\"heading-1\">R<\/h2>\n<p><strong>59 Regularization:<\/strong> \u662f\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4e00\u79cd\u6280\u672f\uff0c\u7528\u4e8e\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\u6216\u8bb0\u5fc6\u7279\u5b9a\u7684\u8bad\u7ec3\u6570\u636e\u3002\u5b83\u901a\u8fc7\u6dfb\u52a0\u7ea6\u675f\u6216\u566a\u58f0\u7b49\u6280\u672f\u6765\u9f13\u52b1\u6a21\u578b\u7684\u7075\u6d3b\u6027\u548c\u6cdb\u5316\u6027\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u672a\u89c1\u793a\u4f8b\u4e0a\u8868\u73b0\u826f\u597d\u3002\u8fd9\u5c31\u50cf\u4e00\u4e2a AI \u5065\u8eab\u6559\u7ec3\uff0c\u5e2e\u52a9\u6a21\u578b\u907f\u514d\u8fc7\u5ea6\u8bad\u7ec3\u6216\u8bb0\u5fc6\u7279\u5b9a\u7684\u8bad\u7ec3\u6570\u636e\u3002\u6559\u7ec3\u4f1a\u901a\u8fc7\u5404\u79cd\u65b9\u6cd5\uff0c\u4f8b\u5982\u589e\u52a0\u9650\u5236\u6216\u566a\u58f0\uff0c\u6765\u9f13\u52b1\u6a21\u578b\u7684\u7075\u6d3b\u6027\u548c\u6cdb\u5316\u6027\u3002<\/p>\n<p>\u5047\u8bbe\u6211\u4eec\u8981\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u6765\u8bc6\u522b\u732b\u548c\u72d7\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 Regularization \u7684\u65b9\u6cd5\u6765\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u6dfb\u52a0\u4e00\u4e2a\u7ea6\u675f\uff0c\u8981\u6c42\u6a21\u578b\u5bf9\u732b\u548c\u72d7\u7684\u9884\u6d4b\u6982\u7387\u4e4b\u548c\u7b49\u4e8e 1\u3002\u8fd9\u5c06\u9f13\u52b1\u6a21\u578b\u5b66\u4e60\u732b\u548c\u72d7\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u8bb0\u4f4f\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u732b\u548c\u72d7\u7684\u56fe\u50cf\u3002<\/p>\n<p>\u901a\u8fc7 Regularization\uff0c\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u6cdb\u5316\u5230\u672a\u89c1\u7684\u56fe\u50cf\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u53ea\u770b\u5230\u4e86\u767d\u732b\u548c\u9ed1\u72d7\uff0c\u90a3\u4e48\u5b83\u53ef\u80fd\u4f1a\u5728\u6d4b\u8bd5\u6570\u636e\u4e2d\u5c06\u7070\u8272\u732b\u8bef\u8ba4\u4e3a\u72d7\u3002\u4f46\u662f\uff0c\u5982\u679c\u6211\u4eec\u4f7f\u7528 Regularization\uff0c\u90a3\u4e48\u6a21\u578b\u5c31\u66f4\u6709\u53ef\u80fd\u6b63\u786e\u8bc6\u522b\u7070\u8272\u732b\u3002<\/p>\n<p><strong>60 Reinforcement Learning\uff08RL\uff09:<\/strong> \u5f3a\u5316\u5b66\u4e60\u3002\u662f\u4e00\u79cd\u901a\u8fc7\u4e0e\u73af\u5883\u4ea4\u4e92\u6765\u6700\u5927\u5316\u5956\u52b1\u4fe1\u53f7\u7684\u8fed\u4ee3\u5b66\u4e60\u8303\u5f0f\u3002\u901a\u8fc7\u8bd5\u9519\uff0c\u8ba9\u4ee3\u7406\uff08Agent\uff09\u5b66\u4e60\u5c06\u52a8\u4f5c\u6620\u5c04\u5230\u6700\u4f18\u7ed3\u679c\uff0c\u4ece\u800c\u5728\u590d\u6742\u4efb\u52a1\u5904\u7406\u4e0a\u8fbe\u5230\u51fa\u8272\u8868\u73b0\u3002\u5047\u8bbe\u6211\u4eec\u8981\u8bad\u7ec3\u4e00\u4e2a\u673a\u5668\u4eba\u6765\u6253\u4e52\u4e53\u7403\u3002\u673a\u5668\u4eba\u53ef\u4ee5\u901a\u8fc7\u8bd5\u9519\uff0c\u9010\u6e10\u5b66\u4e60\u5982\u4f55\u51fb\u6253\u4e52\u4e53\u7403\u3002\u5f53\u673a\u5668\u4eba\u51fb\u6253\u4e52\u4e53\u7403\u5f97\u5206\u65f6\uff0c\u5b83\u5c31\u4f1a\u5f97\u5230\u5956\u52b1\u3002\u8fd9\u79cd\u5956\u52b1\u4f1a\u9f13\u52b1\u673a\u5668\u4eba\u7ee7\u7eed\u52aa\u529b\u5b66\u4e60\uff0c\u5e76\u6700\u7ec8\u6253\u51fa\u6f02\u4eae\u7684\u7403\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u548c\u6253\u6e38\u620f\u6709\u8bb8\u591a\u76f8\u4f3c\u4e4b\u5904\u3002\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u4ee3\u7406\u901a\u8fc7\u4e0e\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\u6765\u5b66\u4e60\u3002\u73af\u5883\u53ef\u4ee5\u662f\u4efb\u4f55\u4e1c\u897f\uff0c\u4ece\u7b80\u5355\u7684\u6e38\u620f\u5230\u590d\u6742\u7684\u73b0\u5b9e\u4e16\u754c\u7cfb\u7edf\u3002\u4ee3\u7406\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u5956\u52b1\uff0c\u8fd9\u53ef\u4ee5\u662f\u4efb\u4f55\u5f62\u5f0f\u7684\uff0c\u4f8b\u5982\u91d1\u5e01\u3001\u5206\u6570\u6216\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u5728\u6253\u6e38\u620f\u4e2d\uff0c\u73a9\u5bb6\u4e5f\u901a\u8fc7\u4e0e\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\u6765\u5b66\u4e60\u3002\u73af\u5883\u53ef\u4ee5\u662f\u6e38\u620f\u7684\u89c4\u5219\u548c\u76ee\u6807\u3002\u73a9\u5bb6\u7684\u76ee\u6807\u662f\u8d62\u5f97\u6e38\u620f\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u65b9\u5f0f\u5b9e\u73b0\uff0c\u4f8b\u5982\u51fb\u8d25\u654c\u4eba\u3001\u5b8c\u6210\u76ee\u6807\u6216\u6536\u96c6\u7269\u54c1\u3002<\/p>\n<p><strong>61 RLHF\uff08RL from Human FeedBack\uff09:<\/strong> \u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u3002\u901a\u8fc7\u76f4\u63a5\u52a0\u5165\u4eba\u7c7b\u4e13\u4e1a\u77e5\u8bc6\u7684\u65b9\u5f0f(\u5982\u56de\u62a5\u3001\u60e9\u7f5a\u6216\u6f14\u793a)\u6765\u52a0\u901f\u5f3a\u5316\u5b66\u4e60\u3002\u8fd9\u4f7f\u5f97\u66f4\u5feb\u5730\u5b66\u4e60\u548c\u6539\u8fdb\u4ee3\u7406\u7b56\u7565\u6210\u4e3a\u53ef\u80fd\uff0c\u7279\u522b\u662f\u5728\u5177\u6709\u6311\u6218\u6027\u5956\u52b1\u51fd\u6570\u7684\u60c5\u51b5\u4e0b\u3002RLHF \u5c31\u50cf\u4e00\u4e2a\u8001\u5e08\u5728\u6559\u5b66\u751f\u5b66\u4e60\u4e00\u95e8\u65b0\u6280\u80fd\u3002\u8001\u5e08\u4f1a\u901a\u8fc7\u63d0\u4f9b\u5956\u52b1\u3001\u60e9\u7f5a\u6216\u793a\u4f8b\u6765\u6307\u5bfc\u5b66\u751f\u7684\u5b66\u4e60\u3002\u8fd9\u79cd\u6307\u5bfc\u53ef\u4ee5\u5e2e\u52a9\u5b66\u751f\u66f4\u5feb\u5730\u638c\u63e1\u6280\u80fd\uff0c\u5e76\u907f\u514d\u72af\u9519\u8bef\u3002<\/p>\n<p>\u5047\u8bbe\u6211\u4eec\u5b89\u6392\u4e00\u4e2a\u4e13\u4e1a\u8fd0\u52a8\u5458\u4f5c\u4e3a\u4e13\u5bb6\u8bad\u7ec3\u4e00\u4e2a\u673a\u5668\u4eba\u6765\u6253\u4e52\u4e53\u7403\u3002\u5f53\u673a\u5668\u4eba\u51fb\u6253\u51fa\u6f02\u4eae\u7684\u7403\u65f6\uff0c\u4eba\u7c7b\u4e13\u5bb6\u5c06\u7ed9\u4e88\u5b83\u5956\u52b1\u3002\u5f53\u673a\u5668\u4eba\u51fb\u6253\u51fa\u9519\u8bef\u7684\u7403\u65f6\uff0c\u4eba\u7c7b\u4e13\u5bb6\u5bf9\u5176\u7ed9\u4e88\u60e9\u7f5a\u3002\u8fd9\u79cd\u5956\u52b1\u6216\u60e9\u7f5a\u53ef\u4ee5\u5e2e\u52a9\u673a\u5668\u4eba\u66f4\u5feb\u5730\u5b66\u4e60\u5982\u4f55\u6253\u4e52\u4e53\u7403\uff0c\u5e76\u907f\u514d\u72af\u9519\u8bef\u3002<\/p>\n<h2 data-id=\"heading-2\">S<\/h2>\n<p><strong>62 Self-Supervised Learning:<\/strong> \u81ea\u76d1\u7763\u5b66\u4e60\u3002\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u7684\u6807\u8bb0\u6570\u636e\uff0c\u8fd9\u65e2\u8017\u65f6\u53c8\u6602\u8d35\u3002\u81ea\u76d1\u7763\u5b66\u4e60\u901a\u8fc7\u4ece\u6570\u636e\u672c\u8eab\u7684\u6a21\u5f0f\u548c\u7ed3\u6784\u4e2d\u751f\u6210\u81ea\u5df1\u7684\u6807\u7b7e\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5b83\u53ef\u4ee5\u4ece\u672a\u6807\u8bb0\u7684\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u5229\u7528\u5bf9\u6bd4\u5b66\u4e60\u6216\u8865\u5168\u7b49\u5404\u79cd\u6280\u672f\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u8bed\u97f3\u8bc6\u522b\u4e2d\u53d6\u5f97\u5f88\u597d\u6548\u679c\u3002\u8fd9\u597d\u6bd4\u4e00\u4e2a\u5b69\u5b50\u5728\u73a9\u62fc\u56fe\u6e38\u620f\uff0c\u867d\u7136\u5b69\u5b50\u4e0d\u77e5\u9053\u62fc\u56fe\u7684\u6b63\u786e\u5f62\u72b6\uff0c\u4f46\u4ed6\u53ef\u4ee5\u901a\u8fc7\u89c2\u5bdf\u62fc\u56fe\u7684\u8fb9\u7f18\u548c\u989c\u8272\u6765\u63a8\u65ad\u62fc\u56fe\u7684\u5f62\u72b6\u3002<\/p>\n<p><strong>63 Sequence-to-Sequence Models\uff08Seq2Seq\uff09:<\/strong> \u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b\u3002\u53ef\u4ee5\u5c06\u4e00\u7cfb\u5217\u5143\u7d20(\u5982\u53e5\u5b50\u4e2d\u7684\u5355\u8bcd)\u8f6c\u6362\u4e3a\u53e6\u4e00\u7cfb\u5217\u7684\u6a21\u578b\u3002\u5b83\u4eec\u5728\u673a\u5668\u7ffb\u8bd1\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u5e94\u7528\u4e2d\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002Seq2Seq \u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u662f\u4f7f\u7528\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\uff1a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u3002\u7f16\u7801\u5668\u5c06\u8f93\u5165\u5e8f\u5217\u8f6c\u6362\u4e3a\u4e00\u4e2a\u5411\u91cf\uff0c\u89e3\u7801\u5668\u5c06\u8be5\u5411\u91cf\u8f6c\u6362\u4e3a\u8f93\u51fa\u5e8f\u5217\u3002\u8fd9\u597d\u6bd4\u4e00\u4e2a\u7ffb\u8bd1\u5458\u53ef\u4ee5\u5c06\u4e00\u53e5\u8bdd\u4ece\u4e00\u79cd\u8bed\u8a00\u7ffb\u8bd1\u6210\u53e6\u4e00\u79cd\u8bed\u8a00\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8f93\u5165\u5e8f\u5217\u662f\u4e00\u53e5\u8bdd\u4e2d\u7684\u5355\u8bcd\uff0c\u8f93\u51fa\u5e8f\u5217\u662f\u53e6\u4e00\u79cd\u8bed\u8a00\u4e2d\u7684\u5355\u8bcd\u3002<\/p>\n<p><strong>64 StyleGAN:<\/strong> \u4e13\u95e8\u7528\u4e8e\u751f\u6210\u903c\u771f\u548c\u53ef\u5b9a\u5236\u7684\u4eba\u7c7b\u9762\u5b54\uff0c\u5728\u5a31\u4e50\u3001\u6559\u80b2\u548c\u4e00\u4e9b\u7814\u7a76\u9886\u57df\u6709\u7528\u53c8\u6709\u8da3\u3002\u5b83\u9996\u5148\u6355\u83b7\u9762\u90e8\u7279\u5f81\u5728\u6f5c\u5728\u7a7a\u95f4\uff0c\u5c06\u9762\u90e8\u7279\u5f81\u6355\u83b7\u5230\u4e00\u4e2a\u79f0\u4e3a\u6f5c\u5728\u7a7a\u95f4\u7684\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u3002\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u70b9\u53ef\u4ee5\u8868\u793a\u4e0d\u540c\u7684\u9762\u90e8\u7279\u5f81\uff0c\u4f8b\u5982\u5e74\u9f84\u3001\u6027\u522b\u3001\u8868\u60c5\u548c\u53d1\u578b\uff1b\u7136\u540e\uff0c\u9010\u6b65\u7ec6\u5316\u56fe\u50cf\u3002\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0cStyleGAN \u90fd\u4f1a\u4f7f\u7528\u751f\u6210\u5668\u6765\u751f\u6210\u4e00\u4e2a\u56fe\u50cf\uff0c\u7136\u540e\u4f7f\u7528\u5224\u522b\u5668\u6765\u8bc4\u4f30\u56fe\u50cf\u7684\u8d28\u91cf\u3002\u5982\u679c\u56fe\u50cf\u8d28\u91cf\u4e0d\u591f\u597d\uff0c\u751f\u6210\u5668\u5c31\u4f1a\u8fdb\u884c\u4fee\u6539\uff0c\u7136\u540e\u518d\u6b21\u63d0\u4ea4\u7ed9\u5224\u522b\u5668\u8fdb\u884c\u8bc4\u4f30\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u4e0d\u65ad\u91cd\u590d\uff0c\u76f4\u5230\u751f\u6210\u5668\u751f\u6210\u51fa\u6ee1\u8db3\u5224\u522b\u5668\u8981\u6c42\u7684\u56fe\u50cf\u3002StyleGAN \u53ef\u4ee5\u901a\u8fc7\u989d\u5916\u7684\u63a7\u5236\u53c2\u6570\u6765\u64cd\u7eb5\u98ce\u683c\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528\u63a7\u5236\u53c2\u6570\u6765\u6539\u53d8\u53d1\u578b\u3001\u5934\u53d1\u989c\u8272\u3001\u773c\u775b\u989c\u8272\u548c\u80a4\u8272\u3002<\/p>\n<p><strong>65 Singularity:<\/strong> \u5947\u70b9\u3002\u662f\u4e00\u4e2a\u5047\u8bbe\u7684\u65f6\u95f4\u70b9\uff0c\u5728\u8fd9\u4e2a\u65f6\u95f4\u70b9\u4e0a\uff0c\u6280\u672f\u8fdb\u6b65\uff08\u7279\u522b\u662fAI\uff09\u5c06\u4f1a\u8d85\u8fc7\u4eba\u7c7b\u7684\u63a7\u5236\u548c\u7406\u89e3\u3002\u201c\u5947\u70b9\u201d\u4e00\u8bcd\u6700\u521d\u6765\u81ea\u7269\u7406\u5b66\uff0c\u7528\u6765\u63cf\u8ff0\u9ed1\u6d1e\u7b49\u5929\u4f53\u5185\u90e8\uff0c\u65f6\u7a7a\u5f2f\u66f2\u5230\u65e0\u9650\u5927\u4ee5\u81f3\u4e8e\u7269\u7406\u5b9a\u5f8b\u5931\u6548\u7684\u70b9\u3002\u65e9\u572820\u4e16\u7eaa60\u5e74\u4ee3\uff0c\u7f8e\u56fd\u6570\u5b66\u5bb6\u51af\u00b7\u8bfa\u4f0a\u66fc (John von Neumann) \u9996\u6b21\u5c06\u8fd9\u4e00\u6982\u5ff5\u5e94\u7528\u4e8e\u8ba1\u7b97\u673a\u9886\u57df\uff0c\u4ed6\u9884\u6d4b\uff1a\u968f\u7740\u8ba1\u7b97\u673a\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u4eba\u7c7b\u6700\u7ec8\u5c06\u521b\u9020\u51fa\u8d85\u8d8a\u81ea\u8eab\u667a\u80fd\u7684\u673a\u5668\uff0c\u5f15\u53d1\u4e0d\u53ef\u9884\u6d4b\u7684\u672a\u6765\u8f6c\u53d8\u3002\u572820\u4e16\u7eaa90\u5e74\u4ee3\uff0c\u8fd9\u4e2a\u6982\u5ff5\u901a\u8fc7 Vernor Vinge \uff08\u6570\u5b66\u5bb6\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u3001\u79d1\u5e7b\u4f5c\u5bb6\uff09\u548c Ray Kurzweil \uff08\u672a\u6765\u5b66\u5bb6\uff09\u7684\u7406\u8bba\u800c\u5f00\u59cb\u5e7f\u4e3a\u4f20\u64ad\u3002\u8be5\u7406\u8bba\u8ba4\u4e3a\u5728\u8fd9\u4e2a\u5947\u70b9\u4e4b\u540e\uff0c\u4e16\u754c\u5c06\u53d8\u5f97\u8d85\u4e4e\u6211\u4eec\u5f53\u524d\u7684\u60f3\u8c61\u3002AI\u53ef\u80fd\u52a0\u901f\u8fd9\u4e2a\u5947\u70b9\u7684\u5230\u6765\u3002<\/p>\n<h2 data-id=\"heading-3\">T<\/h2>\n<p><strong>66 Text-to-Speech:<\/strong> \u6587\u672c\u5230\u8bed\u97f3\u3002\u4e00\u79cd\u81f4\u529b\u4e8e\u5c06\u4e66\u9762\u6587\u672c\u8f6c\u6362\u4e3a\u53e3\u8bed\u8f93\u51fa\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b50\u9886\u57df\u3002\u6587\u672c\u5230\u8bed\u97f3\u6280\u672f\u5229\u7528\u7edf\u8ba1\u53c2\u6570\u5408\u6210\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u751f\u6210\u903c\u771f\u548c\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\uff0c\u5f71\u54cd\u8bf8\u5982\u5c4f\u5e55\u9605\u8bfb\u5668\u3001\u8bed\u97f3\u52a9\u624b\u548c\u6587\u672c\u8f6c\u8bed\u97f3\u5e94\u7528\u7b49\u9886\u57df\u3002<\/p>\n<p>**67 Tensor\uff1a**\u5f20\u91cf\u3002\u662f\u6570\u5b66\u4e2d\u7684\u4e00\u4e2a\u591a\u7ef4\u6570\u7ec4\u3002\u5b83\u53ef\u4ee5\u7528\u6765\u8868\u793a\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\u591a\u7ef4\u6570\u636e\u3002\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u5f20\u91cf\u88ab\u5e7f\u6cdb\u7528\u4e8e\u8868\u793a\u6570\u636e\u548c\u6a21\u578b\u3002<\/p>\n<p>\u5f20\u91cf\u7684\u7ef4\u5ea6\u53ef\u4ee5\u662f\u4efb\u610f\u7684\uff0c\u4ece 0 \u7ef4\u5230\u65e0\u7a77\u7ef4\u30020 \u7ef4\u5f20\u91cf\u662f\u6807\u91cf\uff0c1 \u7ef4\u5f20\u91cf\u662f\u5411\u91cf\uff0c2 \u7ef4\u5f20\u91cf\u662f\u77e9\u9635\uff0c3 \u7ef4\u5f20\u91cf\u662f\u7acb\u65b9\u4f53\uff0c\u4ee5\u6b64\u7c7b\u63a8\u3002<\/p>\n<p>\u5f20\u91cf\u53ef\u4ee5\u7528\u6765\u8868\u793a\u5404\u79cd\u5404\u6837\u7684\u6570\u636e\u3002\u4f8b\u5982\uff0c\u56fe\u50cf\u53ef\u4ee5\u7528\u4e00\u4e2a 3 \u7ef4\u5f20\u91cf\u6765\u8868\u793a\uff0c\u5176\u7b2c 1 \u7ef4\u8868\u793a\u56fe\u50cf\u7684\u9ad8\u5ea6\uff0c\u7b2c 2 \u7ef4\u8868\u793a\u56fe\u50cf\u7684\u5bbd\u5ea6\uff0c\u7b2c 3 \u7ef4\u8868\u793a\u56fe\u50cf\u7684\u989c\u8272\u901a\u9053\u3002\u89c6\u9891\u53ef\u4ee5\u7528\u4e00\u4e2a 4 \u7ef4\u5f20\u91cf\u6765\u8868\u793a\uff0c\u5176\u7b2c 1 \u7ef4\u8868\u793a\u5e27\u6570\uff0c\u7b2c 2 \u7ef4\u8868\u793a\u56fe\u50cf\u7684\u9ad8\u5ea6\uff0c\u7b2c 3 \u7ef4\u8868\u793a\u56fe\u50cf\u7684\u5bbd\u5ea6\uff0c\u7b2c 4 \u7ef4\u8868\u793a\u56fe\u50cf\u7684\u989c\u8272\u901a\u9053\u3002\u97f3\u9891\u53ef\u4ee5\u7528\u4e00\u4e2a 2 \u7ef4\u5f20\u91cf\u6765\u8868\u793a\uff0c\u5176\u7b2c 1 \u7ef4\u8868\u793a\u65f6\u95f4\uff0c\u7b2c 2 \u7ef4\u8868\u793a\u97f3\u9891\u7684\u9891\u7387\u3002<\/p>\n<p><strong>68 TPU:<\/strong> \u5f20\u91cf\u5904\u7406\u5355\u5143\u3002\u8c37\u6b4c\u4e13\u4e3aAI\u5de5\u4f5c\u8d1f\u8f7d\u8bbe\u8ba1\u7684\u4e13\u7528\u5fae\u5904\u7406\u5668\u3002TPU\u7ecf\u8fc7\u4e86\u9488\u5bf9\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u548c\u8fd0\u884c\u6240\u9700\u7684\u9ad8\u5ea6\u5e76\u884c\u8ba1\u7b97\u8fdb\u884c\u4e86\u4f18\u5316,\u4e0e\u4f20\u7edfCPU\u76f8\u6bd4,\u5728\u6027\u80fd\u548c\u6548\u7387\u65b9\u9762\u5177\u6709\u663e\u7740\u7684\u4f18\u52bf\u3002<\/p>\n<p><strong>69 Transfer Learning:<\/strong> \u8fc1\u79fb\u5b66\u4e60\u3002\u4e00\u79cd\u5229\u7528\u4ece\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u83b7\u5f97\u7684\u77e5\u8bc6\u6765\u89e3\u51b3\u65b0\u95ee\u9898\u7684\u6280\u672f\u3002\u5b83\u53ef\u4ee5\u4ece\u4e00\u4e2a\u4efb\u52a1\u4e2d\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u5e94\u7528\u5230\u53e6\u4e00\u4e2a\u4efb\u52a1\u4e2d\u3002\u8fd9\u597d\u6bd4\u4e00\u4e2a\u4eba\u5b66\u4f1a\u4e86\u5982\u4f55\u9a91\u81ea\u884c\u8f66\uff0c\u7136\u540e\u4ed6\u53ef\u4ee5\u7528\u8fd9\u4e9b\u77e5\u8bc6\u6765\u5b66\u4f1a\u5982\u4f55\u9a91\u6469\u6258\u8f66\uff1b\u6216\u8005\u4e00\u4e2a\u7ffb\u8bd1\u5458\u5b66\u4f1a\u4e86\u5982\u4f55\u7ffb\u8bd1\u82f1\u8bed\u5230\u897f\u73ed\u7259\u8bed\uff0c\u7136\u540e\u4ed6\u53ef\u4ee5\u7528\u8fd9\u4e9b\u77e5\u8bc6\u6765\u5b66\u4f1a\u5982\u4f55\u7ffb\u8bd1\u897f\u73ed\u7259\u8bed\u5230\u6cd5\u8bed\uff1b\u6216\u8005\u4e00\u4e2a\u533b\u751f\u5b66\u4f1a\u4e86\u5982\u4f55\u8bca\u65ad\u4e00\u79cd\u75be\u75c5\uff0c\u7136\u540e\u4ed6\u53ef\u4ee5\u7528\u8fd9\u4e9b\u77e5\u8bc6\u6765\u8bca\u65ad\u53e6\u4e00\u79cd\u75be\u75c5\u3002\u4e0e\u4ece\u5934\u8bad\u7ec3\u6a21\u578b\u76f8\u6bd4\uff0c\u8fd9\u51cf\u5c11\u4e86\u6240\u9700\u7684\u8bad\u7ec3\u6570\u636e\u548c\u65f6\u95f4\u91cf\uff0c\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u4eba\u6280\u672f\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<p><strong>70 Transformer:<\/strong> \u662f\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u5b83\u662fAI\u9886\u57df\u7a81\u7834\u6027\u7684\u6210\u679c\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\u4f7f\u7528\u6ce8\u610f\u529b\u673a\u5236\u6765\u5904\u7406\u5e8f\u5217\u6570\u636e\u3002\u5047\u8bbe\u4f60\u8981\u7ffb\u8bd1\u4e00\u53e5\u82f1\u8bed\u53e5\u5b50\uff0c\u4f20\u7edf\u7684 NLP \u6a21\u578b\u53ef\u80fd\u4f1a\u5c06\u8fd9\u53e5\u8bdd\u5206\u89e3\u4e3a\u4e00\u4e2a\u4e2a\u5355\u8bcd\uff0c\u7136\u540e\u5206\u522b\u7ffb\u8bd1\u6bcf\u4e2a\u5355\u8bcd\u3002\u4f46\u662f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5bfc\u81f4\u7ffb\u8bd1\u9519\u8bef\uff0c\u56e0\u4e3a\u5355\u8bcd\u7684\u610f\u601d\u53ef\u80fd\u53d6\u51b3\u4e8e\u5b83\u4eec\u5728\u53e5\u5b50\u4e2d\u7684\u4e0a\u4e0b\u6587\u3002Transformer \u5219\u53ef\u4ee5\u4f7f\u7528\u6ce8\u610f\u529b\u673a\u5236\u6765\u6355\u6349\u5355\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u5728\u53e5\u5b50\u201cThe man who ate the sandwich was happy.\u201d\u4e2d\uff0c\u201cman\u201d\u548c\u201csandwich\u201d\u7684\u8ddd\u79bb\u4e3a 4\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u53e5\u5b50\u4e2d\u76f8\u9694\u4e86 4 \u4e2a\u5355\u8bcd\u3002Transformer \u6a21\u578b\u53ef\u4ee5\u8ba1\u7b97\u51fa\u201cman\u201d\u548c\u201csandwich\u201d\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u6743\u91cd\u5f88\u9ad8\uff0c\u8fd9\u8868\u660e\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u7740\u91cd\u8981\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u6b63\u786e\u5730\u6355\u6349\u5230\u201cman\u201d\u548c\u201csandwich\u201d\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u6a21\u578b\u7406\u8bba\u4e0a\u53ef\u4ee5\u652f\u6301\u65e0\u9650\u957f\u7684\u8f93\u5165\u3002\u4f46\u662f\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cTransformer \u6a21\u578b\u7684\u8f93\u5165\u957f\u5ea6\u901a\u5e38\u53d7\u5230\u8ba1\u7b97\u8d44\u6e90\u3001\u6570\u636e\u5b58\u50a8\u548c\u6a21\u578b\u7a33\u5b9a\u6027\u7684\u9650\u5236\u3002<\/p>\n<h2 data-id=\"heading-4\">V<\/h2>\n<p><strong>71 Variational Autoencoders\uff08VAE\uff09:<\/strong> \u53d8\u5206\u81ea\u52a8\u7f16\u7801\u5668\u3002\u4e00\u79cd\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u5bf9\u6570\u636e\u8fdb\u884c\u7f16\u7801\u5e76\u5c06\u5176\u538b\u7f29\u5230\u66f4\u4f4e\u7ef4\u7a7a\u95f4\u7136\u540e\u518d\u91cd\u6784\u7684\u751f\u6210\u6a21\u578b\u3002\u53d8\u5206\u81ea\u52a8\u7f16\u7801\u5668\u5728\u56fe\u50cf\u751f\u6210\u548c\u5f02\u5e38\u68c0\u6d4b\u7b49\u4efb\u52a1\u4e2d\u81f3\u5173\u91cd\u8981\u3002<strong>\u60f3\u8c61\u4e00\u4e0b\u4f60\u8981\u6536\u62fe\u884c\u674e\u53bb\u65c5\u884c\u3002<\/strong><\/p>\n<ol>\n<li><strong>\u538b\u7f29\u884c\u674e\u7bb1\uff1a<\/strong> \u4f60\u8981\u628a\u8863\u670d\u3001\u978b\u5b50\u3001\u6d17\u6f31\u7528\u54c1\u7b49\u6240\u6709\u4e1c\u897f\u88c5\u8fdb\u4e00\u4e2a\u5c0f\u5c0f\u7684\u884c\u674e\u7bb1\u91cc\u3002\u8fd9\u5c31\u50cf VAE \u7684<strong>\u7f16\u7801\u5668<\/strong>\uff0c\u5b83\u628a\u539f\u59cb\u6570\u636e\uff08\u6bd4\u5982\u4e00\u5f20\u56fe\u7247\uff09\u538b\u7f29\u5230\u4e00\u4e2a\u4f4e\u7ef4\u7a7a\u95f4\u91cc\uff0c\u5c31\u50cf\u628a\u6240\u6709\u4e1c\u897f\u88c5\u8fdb\u884c\u674e\u7bb1\u4e00\u6837\u3002<\/li>\n<li><strong>\u88c5\u7bb1\u6280\u5de7\uff1a<\/strong> \u4e3a\u4e86\u5c3d\u53ef\u80fd\u591a\u5730\u88c5\u4e1c\u897f\uff0c\u4f60\u8981\u5b66\u4f1a\u6298\u53e0\u8863\u670d\u3001\u585e\u889c\u5b50\u3001\u5229\u7528\u884c\u674e\u7bb1\u7684\u6bcf\u4e2a\u89d2\u843d\u3002\u8fd9\u5c31\u50cf VAE \u7684<strong>\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\uff0c\u5b83\u8981\u5b66\u4e60\u5982\u4f55\u6709\u6548\u5730\u538b\u7f29\u6570\u636e\uff0c\u5c31\u50cf\u4f60\u8981\u5b66\u4e60\u5982\u4f55\u9ad8\u6548\u5730\u88c5\u7bb1\u4e00\u6837\u3002<\/li>\n<li><strong>\u6574\u7406\u6e05\u5355\uff1a<\/strong> \u4e3a\u4e86\u786e\u4fdd\u6240\u6709\u4e1c\u897f\u90fd\u5e26\u9f50\u4e86\uff0c\u4f60\u4f1a\u5217\u4e00\u4e2a\u6e05\u5355\u6765\u68c0\u67e5\u3002\u8fd9\u5c31\u50cf VAE \u7684<strong>\u9690\u7a7a\u95f4<\/strong>\uff0c\u5b83\u8bb0\u5f55\u4e86\u539f\u59cb\u6570\u636e\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5c31\u50cf\u4f60\u7684\u6e05\u5355\u8bb0\u5f55\u4e86\u6240\u6709\u8981\u5e26\u7684\u4e1c\u897f\u4e00\u6837\u3002<\/li>\n<li><strong>\u8fd8\u539f\u884c\u674e\uff1a<\/strong> \u5230\u4e86\u76ee\u7684\u5730\u540e\uff0c\u4f60\u8981\u628a\u6240\u6709\u4e1c\u897f\u4ece\u884c\u674e\u7bb1\u91cc\u62ff\u51fa\u6765\uff0c\u6062\u590d\u539f\u72b6\u3002\u8fd9\u5c31\u50cf VAE \u7684<strong>\u89e3\u7801\u5668<\/strong>\uff0c\u5b83\u6839\u636e\u9690\u7a7a\u95f4\u7684\u4fe1\u606f\uff0c\u5c3d\u53ef\u80fd\u5730\u8fd8\u539f\u539f\u59cb\u6570\u636e\uff0c\u5c31\u50cf\u4f60\u8981\u6839\u636e\u6e05\u5355\u628a\u6240\u6709\u4e1c\u897f\u4ece\u884c\u674e\u7bb1\u91cc\u62ff\u51fa\u6765\u4e00\u6837\u3002<\/li>\n<\/ol>\n<p><strong>70 Vector Databases:<\/strong> \u5411\u91cf\u6570\u636e\u5e93\u3002\u5411\u91cf\u6570\u636e\u5e93\u662f\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5b58\u50a8\u548c\u9ad8\u6548\u67e5\u8be2\u9ad8\u7ef4\u5411\u91cf\u7684\u6570\u636e\u5e93\u3002\u8fd9\u4e9b\u5411\u91cf\u8868\u793a\u591a\u7ef4\u7a7a\u95f4\u4e2d\u7684\u6570\u636e\u70b9,\u5982\u6587\u672c\u6587\u6863\u3001\u56fe\u50cf\u6216\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002\u5411\u91cf\u6570\u636e\u5e93\u4f7f\u7528\u9488\u5bf9\u5411\u91cf\u6570\u636e\u4f18\u5316\u7684\u7d22\u5f15\u548c\u641c\u7d22\u6280\u672f,\u53ef\u5b9e\u73b0\u5bf9\u76f8\u4f3c\u5411\u91cf\u6216\u6ee1\u8db3\u7279\u5b9a\u6761\u4ef6\u7684\u5411\u91cf\u7684\u5feb\u901f\u68c0\u7d22\u3002<strong>\u60f3\u8c61\u4e00\u4e0b\u4f60\u5728\u4e00\u4e2a\u5de8\u5927\u7684\u56fe\u4e66\u9986\u91cc\u5bfb\u627e\u4e66\u7c4d\u3002<\/strong><\/p>\n<ol>\n<li><strong>\u4e66\u7c4d\u7684\u7f16\u7801\uff1a<\/strong> \u56fe\u4e66\u9986\u91cc\u7684\u6bcf\u672c\u4e66\u90fd\u6709\u4e00\u4e2a\u72ec\u7279\u7684\u7f16\u53f7\uff0c\u4ee3\u8868\u5b83\u5728\u4e66\u67b6\u4e0a\u7684\u4f4d\u7f6e\u3002\u8fd9\u5c31\u50cf<strong>\u5411\u91cf<\/strong>\uff0c\u5b83\u7528\u6570\u5b57\u6765\u8868\u793a\u6570\u636e\u70b9\u7684\u5c5e\u6027\uff0c\u5c31\u50cf\u4e66\u7c4d\u7f16\u53f7\u8868\u793a\u4e66\u7c4d\u7684\u4f4d\u7f6e\u3002<\/li>\n<li><strong>\u591a\u7ef4\u7a7a\u95f4\uff1a<\/strong> \u56fe\u4e66\u9986\u91cc\u7684\u4e66\u67b6\u6392\u5217\u5728\u591a\u4e2a\u697c\u5c42\u3001\u591a\u4e2a\u623f\u95f4\uff0c\u5f62\u6210\u4e00\u4e2a\u591a\u7ef4\u7684\u7a7a\u95f4\u3002\u8fd9\u5c31\u50cf<strong>\u9ad8\u7ef4\u7a7a\u95f4<\/strong>\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u4ee3\u8868\u6570\u636e\u7684\u4e00\u79cd\u5c5e\u6027\uff0c\u6bd4\u5982\u4e66\u7c4d\u7684\u7c7b\u578b\u3001\u4f5c\u8005\u3001\u51fa\u7248\u65f6\u95f4\u7b49\u3002<\/li>\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\uff1a<\/strong> \u5411\u91cf\u6570\u636e\u5e93\u5c31\u50cf\u4e00\u4e2a\u4e13\u95e8\u5b58\u653e\u4e66\u7c4d\u7684\u56fe\u4e66\u9986\uff0c\u5b83\u53ef\u4ee5\u9ad8\u6548\u5730\u5b58\u50a8\u548c\u67e5\u627e\u8fd9\u4e9b\u9ad8\u7ef4\u5411\u91cf\uff0c\u5c31\u50cf\u56fe\u4e66\u9986\u53ef\u4ee5\u9ad8\u6548\u5730\u5b58\u50a8\u548c\u67e5\u627e\u4e66\u7c4d\u4e00\u6837\u3002<\/li>\n<li><strong>\u7d22\u5f15\u548c\u641c\u7d22\uff1a<\/strong> \u4e3a\u4e86\u5feb\u901f\u627e\u5230\u4f60\u60f3\u8981\u7684\u4e66\uff0c\u56fe\u4e66\u9986\u4f1a\u5efa\u7acb\u7d22\u5f15\uff0c\u6bd4\u5982\u6309\u4e3b\u9898\u3001\u4f5c\u8005\u3001\u4e66\u540d\u7b49\u5206\u7c7b\u3002\u5411\u91cf\u6570\u636e\u5e93\u4e5f\u4e00\u6837\uff0c\u5b83\u4f1a\u5efa\u7acb\u4e13\u95e8\u7684\u7d22\u5f15\u548c\u641c\u7d22\u6280\u672f\uff0c\u8ba9\u4f60\u5feb\u901f\u627e\u5230\u76f8\u4f3c\u7684\u5411\u91cf\u6216\u6ee1\u8db3\u7279\u5b9a\u6761\u4ef6\u7684\u5411\u91cf\uff0c\u5c31\u50cf\u5728\u56fe\u4e66\u9986\u91cc\u5feb\u901f\u627e\u5230\u4f60\u60f3\u770b\u7684\u4e66\u4e00\u6837\u3002<\/li>\n<\/ol>\n<p>72 **VLM \uff08Vision Language Model\uff09\uff1a**\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u3002\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u56fe\u50cf\u548c\u6587\u672c\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002\u5b83\u4eec\u5728\u5904\u7406\u8de8\u6a21\u6001\u4fe1\u606f\u65b9\u9762\u5177\u6709\u4f18\u52bf\uff0c\u53ef\u4ee5\u7528\u4e8e\u5404\u79cd\u4efb\u52a1\uff0c\u4f8b\u5982\u89c6\u89c9\u95ee\u7b54\u3001\u56fe\u50cf\u63cf\u8ff0\u548c\u89c6\u9891\u6458\u8981\u3002<\/p>\n<p>VLM \u53ef\u4ee5\u56de\u7b54\u5173\u4e8e\u56fe\u50cf\u7684\u5f00\u653e\u5f0f\u95ee\u9898\uff0c\u4f8b\u5982\u201c\u8fd9\u5f20\u56fe\u7247\u4e0a\u6709\u4ec0\u4e48\uff1f\u201d \u6216 \u201c\u8fd9\u5f20\u56fe\u7247\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f\u201d\uff1bVLM \u53ef\u4ee5\u751f\u6210\u56fe\u50cf\u7684\u63cf\u8ff0\uff0c\u4f8b\u5982\u201c\u8fd9\u5f20\u56fe\u7247\u662f\u4e00\u4e2a\u4eba\u5750\u5728\u6905\u5b50\u4e0a\u770b\u7740\u7535\u8111\u201d\uff1bVLM 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\u96f6\u6837\u672c\u5b66\u4e60\u3002\u5728\u96f6\u6837\u672c\u5b66\u4e60\u4e2d\uff0c\u6a21\u578b\u80fd\u591f\u5904\u7406\u5176\u4ece\u672a\u660e\u786e\u8bad\u7ec3\u8fc7\u7684\u4efb\u52a1\u3002\u60f3\u8c61\u4e00\u4e0b\u4f60\u5728\u52a8\u7269\u56ed\u770b\u52a8\u7269\uff0c\u4f60\u5bf9\u8001\u864e\u3001\u72ee\u5b50\u3001\u957f\u9888\u9e7f\u7b49\u90fd\u5f88\u719f\u6089\uff0c\u4f46\u7a81\u7136\u770b\u5230\u4e00\u79cd\u4ece\u672a\u89c1\u8fc7\u7684\u5947\u7279\u52a8\u7269\u3002\u96f6\u6837\u672c\u5b66\u4e60 (Zero-shot Learning) \u5c31\u6709\u70b9\u50cf\u8fd9\u79cd\u60c5\u51b5\uff0c\u5b83\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u4ece\u672a\u89c1\u8fc7\u7684\u7c7b\u522b\u4e0a\u53d1\u6325\u4f5c\u7528\uff01<\/p>\n<p>\u4f20\u7edf\u4e0a\uff0c\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u8bc6\u522b\u4e8b\u7269\uff0c\u6bd4\u5982\u56fe\u7247\u91cc\u7684\u52a8\u7269\uff0c\u9700\u8981\u5927\u91cf\u56fe\u7247\u548c\u6807\u7b7e\u4f5c\u4e3a\u6570\u636e\u3002\u4f46\u96f6\u6837\u672c\u5b66\u4e60\u4e0d\u4e00\u6837\uff0c\u5b83\u5c31\u50cf\u4e00\u4e2a\u806a\u660e\u7684\u52a8\u7269\u89c2\u5bdf\u5458\uff0c\u80fd\u591f\u5229\u7528\u5df2\u6709\u7684\u77e5\u8bc6 (\u6bd4\u5982\u8bc6\u522b\u8001\u864e\u548c\u72ee\u5b50\u7684\u7ecf\u9a8c) \u6765\u7406\u89e3\u4ece\u672a\u89c1\u8fc7\u7684\u52a8\u7269\u3002<\/p>\n<p><strong>\u5b83\u600e\u4e48\u505a\u5230\u7684\u5462\uff1f<\/strong><\/p>\n<ol>\n<li><strong>\u77e5\u8bc6\u50a8\u5907\uff1a<\/strong> 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