\u5bfc\u8bfb<\/span><\/strong>\u00a0<\/span>\u672c\u6587\u5c06\u5206\u4eab\u6570\u5143\u7075\u8fd1\u671f\u57fa\u4e8eAIGC\u5728\u7535\u5546\u9886\u57df\u7684\u6587\u6848\u751f\u6210\u548c\u56fe\u50cf\u751f\u6210\u65b9\u5411\u7684\u5b9e\u8df5\uff0c\u4e3b\u8981\u5185\u5bb9\u5305\u62ec\u4ee5\u4e0b\u51e0\u5927\u90e8\u5206\uff1a<\/span><\/span><\/p>\n

\u5168\u6587\u76ee\u5f55\uff1a<\/span><\/strong><\/section>\n
1. \u5bfc\u8a00<\/span><\/section>\n
2. \u5546\u54c1\u6587\u6848\u751f\u6210<\/span><\/section>\n
3. \u5546\u54c1\u56fe\u50cf\u751f\u6210<\/span><\/section>\n
4. \u7ed3\u8bed<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\n<\/section>\n<\/section>\n
01<\/span><\/strong><\/span><\/section>\n
\u5bfc\u8a00<\/span><\/strong><\/span><\/p>\n
1.2022\u5e74\u672b\u706b\u51fa\u5708\u7684OpenAI\u4e0eAIGC<\/strong><\/span><\/p>\n
2022\u5e74\u662fAI\u5386\u53f2\u4e0a\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u4e00\u5e74\uff0cAI\u53d1\u5c55\u4e3a\u4f5c\u5bb6\u3001\u753b\u5bb6\u3001\u97f3\u4e50\u5bb6\u3001\u5bfc\u6f14\u7b49\uff0c\u7279\u522b\u662fChatGPT\u8ba9AI\u5f7b\u5e95\u51fa\u5708\uff0c\u4e0d\u65ad\u6709\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\u7684\u4eba\u8c08\u8bbaAI\u662f\u5426\u80fd\u591f\u98a0\u8986\u5df2\u6709\u7684\u6a21\u5f0f\u3002ChatGPT\u4e5f\u6210\u4e3a\u7ee7\u6296\u97f3\u4ee5\u540e\uff0c\u6700\u5feb\u7684\u6708\u6d3b\u8fc7\u4ebf\u7684\u4ea7\u54c1\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
2.\u56de\u987eGAN\u4ee5\u6765\u7684\u6700\u91cd\u8981AIGC\u7684\u5de5\u4f5c<\/strong><\/span><\/p>\n
\u5148\u56de\u987e\u4e00\u4e0b\u8fc7\u53bb\u5341\u5e74\u6765 AIGC \u9886\u57df\u4e2d\u6bd4\u8f83\u91cd\u8981\u7684\u5de5\u4f5c\u30022013\u5e74\u81f32017\u5e74\u4e3b\u8981\u5904\u4e8e\u57fa\u7840\u7406\u8bba\u9010\u6e10\u5b8c\u5584\u7684\u9636\u6bb5\uff0c\u5728\u8fd9\u4e2a\u9636\u6bb5VAE\u3001GAN\u3001Transformer\u7b49\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a2a\u7a7a\u51fa\u4e16\uff0c\u5904\u4e8e\u57fa\u7840\u7ec4\u4ef6\u9010\u6e10\u8bde\u751f\u548c\u5b8c\u5584\u7684\u9636\u6bb5\uff1b2018\u5e74\u81f32021\u5e74\uff0c\u8d85\u5927\u89c4\u6a21\u7684\u6a21\u578b\u9010\u6e10\u6d41\u884c\uff0c\u591a\u6a21\u6001\u9010\u6e10\u878d\u5408\uff0c\u5e76\u4e14\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u7684\u5b66\u4e60\u65b9\u5f0f\u6210\u4e3a\u53ef\u80fd\uff0c Few Shot Learning\u548cIncontext Learning\u7b49\u5b66\u4e60\u8303\u5f0f\u88ab\u63d0\u51fa\uff1b\u4ece2022\u5e74\u5230\u73b0\u5728\u5904\u4e8e\u7b2c\u4e09\u4e2a\u9636\u6bb5\uff0cAIGC\u96c6\u4e2d\u7206\u53d1\uff0c\u6a21\u578b\u6548\u679c\u7684\u771f\u5b9e\u6027\u3001\u8ba1\u7b97\u6548\u7387\u5168\u9762\u63d0\u5347\u3002\u6700\u8fd1\uff0c\u5fae\u8f6f\u53d1\u8868\u6587\u7ae0\u8bf4\u660e\u5927\u6a21\u578b\u80fd\u529b\u6d8c\u73b0\uff0c\u5f3a\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u5f00\u59cb\u51fa\u73b0\u3002<\/span><\/p>\n
<\/p>\n
02<\/span><\/strong><\/span><\/p>\n
\u5546\u54c1\u6587\u6848\u751f\u6210<\/span><\/strong><\/span><\/p>\n
1.\u4e3a\u4ec0\u4e48\u9700\u8981AI\u751f\u6210\u4ea7\u54c1\u6587\u6848<\/strong><\/span><\/p>\n
\u4ea7\u54c1\u6587\u6848\u5bf9\u4e8e\u7535\u5546\u5bfc\u8d2d\u8fc7\u7a0b\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u5f88\u591a\u8d2d\u7269\u8005\u53ef\u80fd\u9996\u5148\u4f1a\u88ab\u4ea7\u54c1\u7684\u6807\u9898\u6240\u5438\u5f15\uff0c\u5f88\u591a\u7684\u552e\u540e\u95ee\u9898\u53ef\u80fd\u6e90\u4e8e\u4ea7\u54c1\u7684\u63cf\u8ff0\u9519\u8bef\uff08\u4ea7\u54c1\u4e0e\u63cf\u8ff0\u4e0d\u7b26\uff09\u3002\u4f46\u662f\uff0c\u7f16\u5199\u4ea7\u54c1\u7684\u6587\u6848\u662f\u4e00\u4ef6\u4ee4\u4eba\u5934\u75bc\u7684\u4e8b\u60c5\uff0c\u56e0\u4e3a\u597d\u7684\u6587\u6848\u9700\u8981\u9996\u5148\u4e86\u89e3\u4eba\u7fa4\u7684\u753b\u50cf\uff0c\u8fd8\u9700\u8981\u5f88\u591aSEO\u7684\u6280\u5de7\uff0c\u60f3\u8981\u6301\u7eed\u4ea7\u51fa\u9ad8\u8d28\u91cf\u7684\u6587\u6848\u9700\u8981\u6295\u5165\u5927\u91cf\u7684\u4eba\u529b\u3002<\/span><\/p>\n
\u968f\u7740AI\u6280\u672f\u7684\u53d1\u5c55\uff0c\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4ea7\u54c1\u6587\u6848\uff0c\u4e0d\u4f46\u53ef\u4ee5\u6ee1\u8db3\u5ba2\u6237\u7684\u9700\u6c42\uff0c\u8fd8\u53ef\u4ee5\u6301\u7eed\u8ffd\u8e2a\u70ed\u95e8\u4e8b\u4ef6\uff0c\u4e0d\u65ad\u63d0\u5347\u6587\u6848\u7684\u8d28\u91cf\u548c\u7a33\u5b9a\u6027\u3002<\/span>\u4e0b\u56fe\u53f3\u4fa7\u662f\u4e24\u4e2a\u4f8b\u5b50\uff0c\u4e00\u4e2a\u662f\u4f20\u7edf\u7684\u670d\u9970\u7535\u5546\uff0c\u53e6\u4e00\u4e2a\u662f\u9152\u65c5\u884c\u4e1a\u3002\u5ba2\u6237\u53ea\u9700\u7ed9\u51fa\u4ea7\u54c1\u7684\u7279\u70b9\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6280\u672f\u76f4\u63a5\u751f\u6210\u76f8\u5e94\u7684\u6587\u6848\u3002<\/span><\/p>\n
<\/p>\n
2.\u95ee\u9898\u5b9a\u4e49<\/strong><\/span><\/p>\n
\u90a3\u4e48\u8be5\u5982\u4f55\u5b9a\u4e49\u8be5\u95ee\u9898\uff1f\u4ee5\u6c11\u5bbf\u6587\u6848\u8bbe\u8ba1\u4e3a\u4f8b\uff0c\u5728\u5b9e\u9645\u7684\u5e94\u7528\u4e2d\uff0c\u539f\u59cb\u6570\u636e\u53ef\u80fd\u662f\u4e00\u4e9b\u7ed3\u6784\u5316\u6216\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u5ba2\u6237\u53ef\u80fd\u4e5f\u4e0d\u6e05\u695a\u4ea7\u54c1\u7684\u5356\u70b9\u662f\u4ec0\u4e48\u3002\u5982\u4f55\u505a\u5356\u70b9\u63d0\u53d6\uff0c\u5356\u70b9\u63d0\u53d6\u4ee5\u540e\u5982\u4f55\u751f\u6210\u6807\u9898\u3002\u8fd9\u4e9b\u90fd\u9700\u8981\u5176\u5b83\u6280\u672f\u4ecb\u5165\u3002<\/span><\/p>\n
\u7531\u4e8e\u4eca\u5929\u5206\u4eab\u7684\u662fAIGC\u7684\u65b9\u5411\uff0c\u6240\u4ee5\u4e3b\u8981\u805a\u7126\u4e8e\u5356\u70b9\u5df2\u77e5\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u4f55\u751f\u6210\u8f83\u597d\u7684\u6587\u6848\u3002\u5982\u5ba2\u6237\u53ea\u9700\u8981\u7b80\u5355\u5730\u8f93\u5165\u623f\u578b\u3001\u98ce\u683c\u7b49\u7279\u5f81\u7684\u63cf\u8ff0\uff0c\u6a21\u578b\u5c31\u80fd\u591f\u8bc6\u522b\u51fa\u5176\u4e2d\u6bd4\u8f83\u91cd\u8981\u7684\u4fe1\u606f\uff0c\u5e76\u4ee5\u6bd4\u8f83\u597d\u7684\u6587\u91c7\u5bf9\u4ea7\u54c1\u7684\u6807\u9898\u6216\u63cf\u8ff0\u8fdb\u884c\u6da6\u8272\u6216\u751f\u6210\u3002<\/span><\/p>\n
<\/p>\n
3.\u9636\u6bb5\u4e00\uff1a\u57fa\u4e8e\u6a21\u677f\u7684\u6280\u672f\u65b9\u6848<\/strong><\/span><\/p>\n
\u51e0\u5e74\u524d\uff0c\u6211\u4eec\u4e5f\u5c1d\u8bd5\u8fc7\u4f7f\u7528\u57fa\u4e8e\u6a21\u677f\u7684\u65b9\u5f0f\u505a\u7c7b\u4f3c\u7684\u4efb\u52a1\u3002\u505a\u6cd5\u662f\u9996\u5148\u63d0\u53d6\u4ea7\u54c1\u7684\u77e5\u8bc6\uff0c\u5bf9\u77e5\u8bc6\u8fdb\u884c\u7ed3\u6784\u5316\u5904\u7406\uff0c\u5f62\u6210\u77e5\u8bc6\u56fe\u8c31\u3002\u5728\u77e5\u8bc6\u56fe\u8c31\u7684\u57fa\u7840\u4e0a\uff0c\u505a\u6838\u5fc3\u5356\u70b9\u7684\u9009\u62e9\u3001\u6a21\u677f\u7684\u9009\u62e9\u548c\u5356\u70b9\u7684\u586b\u5145\u3002\u8fd9\u79cd\u505a\u6cd5\u4e3b\u8981\u57fa\u4e8e\u6a21\u677f\u5b9e\u73b0\uff0c\u53d7\u9650\u4e8e\u6a21\u677f\u6570\u91cf\u548c\u4eba\u4e3a\u7684\u603b\u7ed3\uff0c\u76f8\u5bf9\u6765\u8bf4\u6bd4\u8f83\u6b7b\u677f\u3002<\/span><\/p>\n
<\/p>\n
4.\u6a21\u677f\u586b\u5145\u2014>\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b<\/strong><\/span><\/p>\n
\u7ed3\u5408\u8fd1\u671f\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u6211\u4eec\u8003\u8651\u7ed3\u5408\u7eaf\u7cb9\u7684\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6848\u662f\u5426\u53ef\u884c\u3002\u7279\u522b\u662f\u5728ChatGPT\u51fa\u6765\u4e4b\u540e\uff0c GPT\u7cfb\u5217\u7684\u6a21\u578b\u5df2\u7ecf\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u5b9e\u73b0\u4e00\u4e9b\u8bc4\u8bba\u3001\u90ae\u4ef6\u7684\u5199\u4f5c\uff0c\u56e0\u6b64\u8003\u8651\u4f7f\u7528\u7c7b\u4f3c\u7684\u751f\u6210\u6a21\u578b\u5b8c\u6210\u4e0a\u8ff0\u7684\u4efb\u52a1\u3002\u5728\u521d\u6b65\u7684\u5b9e\u9a8c\u540e\uff0c\u53d6\u5f97\u7684\u6548\u679c\u6bd4\u57fa\u4e8e\u6a21\u677f\u7684\u7ed3\u679c\u66f4\u597d\u3002\u5728\u8fd9\u4e4b\u540e\uff0c\u6211\u4eec\u53c8\u8fdb\u884c\u7b97\u6cd5\u4e0a\u7684\u8fed\u4ee3\u3002\u5728\u6df1\u5165\u8fd9\u90e8\u5206\u5185\u5bb9\u524d\uff0c\u6211\u4eec\u5148\u6765\u56de\u987e\u4e00\u4e0b GPT \u7cfb\u5217\u6a21\u578b\u7684\u57fa\u672c\u539f\u7406\u3002<\/span><\/p>\n
<\/p>\n
5.GPT\u539f\u7406\u89e3\u8bfb1\uff1a\u8bed\u4e49\u6a21\u578b\u7684\u601d\u60f3<\/strong><\/span><\/p>\n
\u5728\u6b63\u5f0f\u4ecb\u7ecd\u5177\u4f53\u7684\u6280\u672f\u65b9\u6848\u524d\uff0c\u5148\u4ecb\u7ecd\u4e00\u4e0bGPT\u7684\u539f\u7406\u3002GPT\u7684\u6838\u5fc3\u601d\u60f3\u6bd4\u8f83\u7b80\u5355\uff0c\u5373\u4eba\u7c7b\u7684\u77e5\u8bc6\u8574\u542b\u4e8e\u4eba\u7c7b\u7684\u8bed\u8a00\u4e2d\uff0c\u5982\u679c\u80fd\u5b8c\u7f8e\u5730\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u90a3\u4e48\u6a21\u578b\u4e5f\u53ef\u4ee5\u6a21\u62df\u4eba\u7c7b\u7684\u601d\u7ef4\uff0c\u4e5f\u5c31\u5177\u6709\u4e86\u667a\u80fd\u3002\u5047\u8bbe\u5f53n=t\u65f6\uff0c\u53ef\u77e5\uff0c\u5f53n=t+1\u65f6\uff0c\u4e5f\u53ef\u4ee5\u9884\u6d4b\u3002\u4efb\u4f55\u4e0e\u8bed\u8a00\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u62bd\u8c61\u4e3a\u8fd9\u7c7b\u751f\u6210\u4efb\u52a1\uff0c\u90fd\u53ef\u4ee5\u7528\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u5f0f\u6c42\u89e3\u3002<\/span><\/p>\n
\u4f46\u548c\u6570\u5341\u5e74\u524d\u7684\u8bed\u8a00\u6a21\u578b\u4e0d\u540c\u7684\u662f\uff0c\u73b0\u5728\u7684\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u5927\u89c4\u6a21Transformer\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u5efa\u6a21\u3002\u597d\u5904\u662f\uff1a<\/span><\/p>\n
\n
\n
\n
\n
\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u5efa\u6a21\u4e0b\u4e00\u4e2a\u8bcd\u7684\u6982\u7387\uff1b<\/span><\/p>\n<\/li>\n
\n
\u53ef\u4ee5\u8fdb\u884c\u9ad8\u6548\u7684\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff1b<\/span><\/p>\n<\/li>\n
\n
\u53ef\u4ee5\u89e3\u51b3\u57fa\u4e8e\u957f\u8ddd\u79bb\u7684\u8bed\u4e49\u4f9d\u8d56\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n
<\/p>\n
6.GPT\u539f\u7406\u89e3\u8bfb2\uff1a\u6a21\u578b\u7684\u6f14\u8fdb\u8fc7\u7a0b<\/strong><\/span><\/p>\n
\u7531OpenAI\u7684\u6280\u672f\u8fed\u4ee3\u8fc7\u7a0b\u53ef\u4ee5\u53d1\u73b0\uff0c\u4e0d\u4ec5\u6a21\u578b\u7684\u89c4\u6a21\u8d8a\u6765\u8d8a\u5927\uff0c\u6570\u636e\u7684\u89c4\u6a21\u4e5f\u5728\u589e\u52a0\u3002\u5728\u5927\u89c4\u6a21\u8bed\u6599\u6570\u636e\u3001\u5927\u89c4\u6a21\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u6a21\u578b\u7684\u80fd\u529b\u4e5f\u8d8a\u6765\u8d8a\u5f3a\uff0c\u53d1\u5c55\u5230GPT-4\u4e0d\u4ec5\u53ef\u4ee5\u5904\u7406\u6587\u672c\u8bed\u8a00\uff0c\u4e5f\u53ef\u4ee5\u5904\u7406\u591a\u6a21\u6001\u7684\u6570\u636e\u3002\u7531\u4e8e GPT-4\u4ece\u516c\u5f00\u7684\u8d44\u6599\u4e2d\u80fd\u83b7\u53d6\u7684\u4fe1\u606f\u975e\u5e38\u6709\u9650\uff0c\u8fd9\u91cc\u4ec5\u5217\u4e3e\u4e00\u4e0b GPT-3.5 \u4e4b\u524dOpenAI\u63a8\u51fa\u7684\u6a21\u578b\u76f8\u5173\u53c2\u6570\uff08GPT-3.5\u662fOpenAI\u63a8\u51fa\u7684\u4e00\u5217\u6a21\u578b\uff0cChatGPT \u53c8\u79f0 GPT-3.5-Turbo\uff0c\u4f46\u4e0d\u5728\u6b64\u8868\u4e2d\uff09\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
7.GPT\u539f\u7406\u89e3\u8bfb3\uff1aChatGPT & RLHF<\/strong><\/span><\/p>\n
\u53bb\u5e74\u5e74\u672b\uff0cOpenAI\u53c8\u63d0\u51fa\u4e86ChatGPT\uff08GPT-3.5-Turbo\uff09\u53ca\u4eba\u5de5\u5f3a\u5316\u5b66\u4e60\u53cd\u9988\u7684\u6280\u672f\uff0c\u5bf9\u6574\u4e2a\u793e\u4f1a\u9020\u6210\u4e86\u5de8\u5927\u7684\u5f71\u54cd\u3002\u901a\u8fc7\u8be5\u6280\u672f\uff0c\u5b9e\u73b0AI\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\u7684\u80fd\u529b\u3002ChatGPT\u4e4b\u524d\u7684\u6a21\u578b\u5df2\u7ecf\u5177\u5907\u4e86\u5f88\u597d\u7684\u6587\u672c\u751f\u6210\u7684\u80fd\u529b\uff0c\u4f46\u662f\u751f\u6210\u7684\u6587\u672c\u548c\u4eba\u7c7b\u7684\u504f\u597d\u6ca1\u6709\u5bf9\u9f50\uff0cChatGPT\u4e3b\u8981\u9488\u5bf9\u4eba\u7c7b\u7684\u504f\u597d\u8fdb\u884c\u5bf9\u9f50\u3002<\/span><\/p>\n
\u8fd9\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e3b\u8981\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/span><\/p>\n<\/section>\n
\n
\n
\n
\n
SFT\u9636\u6bb5: \u4f7f\u7528\u4eba\u5de5\u7eed\u5199\u6570\u636e\u5bf9text-davinci-003\u6a21\u578b\u8fdb\u884c\u6709\u76d1\u7763\u5fae\u8c03\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n
\n
\n
\n
\n
RM\u9636\u6bb5:\u00a0\u4eba\u5de5\u6807\u6ce8\u6392\u5e8f\u6570\u636e\uff0c\u4f7f\u7528pairwaise ranking \u6a21\u578b\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n
\n
\n
\n
\n
RLHF\u9636\u6bb5\uff1a\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60PPO\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u65af\u5766\u798f\u5927\u5b66\u5728\u7f8a\u9a7c\u7684\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528Self-Instruct\u6280\u672f\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u6ca1\u6709\u4f7f\u7528RLHF\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u53d6\u5f97\u7684\u6548\u679c\u4e5f\u4e0d\u9519\u3002<\/span><\/p>\n
<\/p>\n
8.\u8d85100\u4ebf\u53c2\u6570\u89c4\u6a21\u7684\u8bed\u8a00\u6a21\u578b\u8fed\u4ee3\u8def\u5f84<\/strong><\/span><\/p>\n
\u8fd1\u671f\u7684\u4e00\u7bc7\u7efc\u8ff0\u6587\u7ae0\uff0c\u8c03\u7814\u4e86\u8d85100\u4ebf\u53c2\u6570\u89c4\u6a21\u7684\u8bed\u8a00\u6a21\u578b\u8fed\u4ee3\u8def\u5f84\u3002\u4e3a\u4ec0\u4e48\u662f100\u4ebf\uff1f\u6a21\u578b\u5728100\u4ebf\u53c2\u6570\u65f6\u4f1a\u51fa\u73b0\u6d8c\u73b0\u7684\u80fd\u529b\uff0c\u800c\u8fd9\u5728\u4ee5\u524d\u7684\u5c0f\u6a21\u578b\u4e2d\u662f\u4e0d\u5b58\u5728\u7684\u3002\u5b9e\u9a8c\u53d1\u73b0\uff0c\u6a21\u578b\u572860-70\u4ebf\u53c2\u6570\u91cf\u65f6\uff0c\u6a21\u578b\u7684\u80fd\u529b\u4f1a\u663e\u8457\u63d0\u5347\uff0c\u8fd9\u4e5f\u662fChatGPT\u6216\u7c7b\u4f3c\u6a21\u578b\u6709\u5982\u6b64\u5f3a\u5927\u7684\u529f\u80fd\u7684\u57fa\u7840\u3002<\/span><\/p>\n
\u8fd9\u91cc\u4e3b\u8981\u5305\u542b\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff0c\u9996\u5148\u662fIn-Context learning\uff0c\u5373\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u662fOpenAI\u63d0\u51fa\u7684\u4e00\u79cd\u6a21\u5f0f\uff0c\u4e0d\u9700\u8981\u68af\u5ea6\u66f4\u65b0\uff0c\u53ea\u9700\u7ed9\u51fa\u4e00\u4e9b\u4f8b\u5b50\uff0c\u6a21\u578b\u80fd\u591f\u77e5\u9053\u8be5\u4f8b\u5b50\u7684\u542b\u4e49\uff0c\u5bf9\u4e8e\u65b0\u7684\u4efb\u52a1\uff0c\u6a21\u578b\u80fd\u591f\u7ed9\u51fa\u4e0d\u9519\u7684\u9884\u6d4b\u7ed3\u679c\u3002\u7b2c\u4e8c\u662fInstruction Following\uff0c\u6a21\u578b\u80fd\u591f\u542c\u61c2\u6307\u4ee4\uff0c\u4f8b\u5982\uff0c\u7ed9\u51fa\u6307\u4ee4\uff1a\u5e2e\u6211\u5199\u4ee3\u7801\uff0c\u6a21\u578b\u80fd\u591f\u7ed9\u51fa\u8f83\u597d\u7684response\u3002\u6700\u540e\u5c31\u662fStep-by-step reasoning\uff0c\u4e4b\u524d\u7684\u8bed\u8a00\u6a21\u578b\u5728\u89e3\u6570\u5b66\u9898\u65f6\u8868\u73b0\u4e0d\u597d\uff0c\u8c37\u6b4c\u63d0\u51fa\u4e86train of source\u7684\u5de5\u4f5c\uff0c\u4f7f\u6a21\u578b\u53ef\u4ee5\u4e00\u6b65\u6b65\u5730\u5b66\u4e60\uff0c\u5728\u5e38\u8bc6\u63a8\u7406\u3001\u903b\u8f91\u63a8\u7406\u53ca\u6570\u5b66\u9898\u4e2d\u8868\u73b0\u8f83\u597d\uff0c\u8fd9\u4e5f\u662f\u5927\u6a21\u578b\u5728100\u4ebf\u53c2\u6570\u91cf\u7684\u57fa\u7840\u4e0a\u53ef\u80fd\u4f1a\u6d8c\u73b0\u51fa\u6765\u7684\u80fd\u529b\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
9.\u9636\u6bb5\u4e8c\uff1a\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u6280\u672f\u65b9\u6848<\/strong><\/span><\/p>\n
\u7531\u4e8e\u7b97\u529b\u7684\u9650\u5236\uff0c\u6211\u4eec\u9996\u5148\u5728GPT2\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u53d1\u73b0\u6548\u679c\u6bd4\u57fa\u4e8e\u6a21\u677f\u7684\u7ed3\u679c\u66f4\u597d\u3002\u4f46\u5728\u5176\u4e2d\u4e5f\u53d1\u73b0\u4e86\u4e00\u4e9b\u95ee\u9898\uff0c\u751f\u6210\u7684\u4fe1\u606f\u867d\u7136\u591a\u6837\u3001\u4e30\u5bcc\uff0c\u4f46\u53ea\u80fd\u4ea7\u751f\u8f83\u9ad8\u9891\u7684\u5185\u5bb9\uff0c\u5bf9\u4e8e\u4f4e\u9891\u7684\u5185\u5bb9\u6548\u679c\u8f83\u5dee\u3002\u56e0\u4e3a\u5bf9\u4e8e\u6c11\u5bbf\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u6807\u54c1\uff0c\u5982\u679c\u6240\u6709\u7684\u6587\u6848\u90fd\u8bb2\u8ff0\u76f8\u540c\u7684\u5185\u5bb9\uff0c\u5e76\u4e0d\u80fd\u6709\u6548\u5730\u5438\u5f15\u5ba2\u6237\u3002\u56e0\u6b64\uff0c\u5728\u8fd9\u57fa\u7840\u4e0a\uff0c\u5e0c\u671b\u6a21\u578b\u80fd\u591f\u5bf9\u9f50\u4eba\u7c7b\u7684\u504f\u597d\u3002\u56e0\u6b64\uff0c\u5728GPT2\u7684\u57fa\u7840\u4e0a\uff0c\u505a\u4e86\u7b2c\u4e8c\u9636\u6bb5\u7684\u4f18\u5316\uff0c\u5c06\u5176\u5e94\u7528\u4e8e\u751f\u6210\u4efb\u52a1\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
10.\u9636\u6bb5\u4e09\uff1a\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u6539\u8fdb\u65b9\u6848<\/strong><\/span><\/p>\n
\u53d7\u9650\u4e8e\u5f53\u65f6\u7684\u89e3\u51b3\u65b9\u6848\u53ca\u7b97\u529b\u7684\u5f71\u54cd\uff0c\u6548\u679c\u4e0d\u592a\u7406\u60f3\u3002\u56e0\u6b64\uff0c\u53c2\u8003\u4e86ChatGPT\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u91c7\u7528\u4e09\u9636\u6bb5\u8fdb\u884c\u8bad\u7ec3\u3002\u9996\u5148\uff0c\u6536\u96c6\u8d28\u91cf\u8f83\u597d\u7684\u6570\u636e\uff0c\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u5176\u6b21\uff0c\u4f7f\u7528\u6a21\u578b\u751f\u6210\u6570\u636e\u6837\u672c\uff0c\u5e76\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u6392\u5e8f\u3002\u6700\u540e\uff0c\u5229\u7528\u6392\u5e8f\u5b8c\u7684\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u7b2c\u4e8c\u6b21\u7684\u5fae\u8c03\u3002\u5728\u8bad\u7ec3\u4e24\u8f6e\u540e\uff0c\u53d1\u73b0\u6a21\u578b\u6536\u655b\u7684\u6548\u679c\u8fd8\u6bd4\u8f83\u597d\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
11.Case\u5206\u6790<\/strong><\/span><\/p>\n
\u4ee5\u4e0b\u662f\u4e00\u4e9b\u7ed3\u679c\u7684Case\u5206\u6790\uff0c\u5bf9\u6bd4\u4e8eGPT2\u7684\u5fae\u8c03\u6a21\u578b\u6765\u8bf4\uff0c\u6539\u8fdb\u540e\u7684\u65b9\u6848\u80fd\u591f\u8bc6\u522b\u7279\u8272\u5356\u70b9\uff0c\u5e76\u4e14\u5728\u6392\u5e8f\u4e0a\u80fd\u591f\u66f4\u52a0\u7a81\u51fa\u8fd9\u79cd\u5356\u70b9\u3002\u8fd9\u76f8\u5f53\u4e8e\u6a21\u578b\u5bf9\u9f50\u4e86\u4eba\u7c7b\u7684\u8bc4\u4f30\u6807\u51c6\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
12.\u5546\u54c1\u6587\u6848\u751f\u6210\u603b\u7ed3<\/strong><\/span><\/p>\n
\u6211\u4eec\u7684\u65b9\u6cd5\u9996\u5148\u662f\u57fa\u4e8eGPT2\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u6a21\u578b\u89c4\u6a21\u8f83\u5c0f\u3002\u5176\u6b21\uff0c\u6211\u4eec\u7684\u4efb\u52a1\u66f4\u52a0\u7b80\u5355\uff0c\u53ea\u9650\u4e8e\u6587\u6848\u7684\u751f\u6210\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0cChatGPT\u91c7\u7528\u4eba\u5de5\u6807\u6ce8\u7684\u65b9\u5f0f\uff0c\u6211\u4eec\u7684\u65b9\u6848\u9009\u7528\u7684\u662f\u7cbe\u9009\u6570\u636e\u96c6\uff0c\u56e0\u4e3a\u6211\u4eec\u7684\u573a\u666f\uff0c\u53ef\u4ee5\u66f4\u9ad8\u6548\u7684\u83b7\u53d6\u76d1\u7763\u6570\u636e\uff0c\u56e0\u6b64\u8be5\u9636\u6bb5\u65e0\u9700\u4eba\u5de5\u6807\u6ce8\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4e5f\u57fa\u4e8epair-wise\u635f\u5931\u8bad\u7ec3\u4e86ranking\u7684\u6a21\u578b\u3002\u5728\u7b2c\u4e09\u9636\u6bb5\uff0c\u57fa\u4e8e\u5927\u89c4\u6a21\u7684\u6570\u636e\u6807\u7b7e\u8fdb\u884c\u4e24\u8f6e\u5fae\u8c03\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
03<\/span><\/strong><\/span><\/p>\n
\u5546\u54c1\u56fe\u50cf\u751f\u6210<\/span><\/strong><\/span><\/p>\n
1.\u4e3a\u4ec0\u4e48\u9700\u8981AI\u751f\u6210\u4ea7\u54c1\u56fe\u7247<\/strong><\/p>\n
\u5728\u7535\u5546\u9886\u57df\uff0c\u56fe\u7247\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u4f46\u662f\u5b9e\u9645\u7684\u62cd\u6444\u8fc7\u7a0b\u662f\u975e\u5e38\u590d\u6742\u7684\uff0c\u6210\u672c\u4e5f\u6bd4\u8f83\u9ad8\uff0c\u4f46\u4ea7\u54c1\u7684\u8fed\u4ee3\u65f6\u95f4\u5374\u6bd4\u8f83\u77ed\uff0c\u5bf9\u56fe\u7247\u6709\u5927\u91cf\u7684\u4f18\u5316\u7684\u9700\u6c42\u3002\u57fa\u4e8eAI\uff0c\u4ee5\u76f8\u5bf9\u7b80\u5355\u7684\u6587\u672c\u7ea6\u675f\u7684\u65b9\u5f0f\uff0c\u751f\u6210\u4ea7\u54c1\u56fe\u7247\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u670d\u9970\u4ea7\u4e1a\uff0c\u53ef\u4ee5\u5927\u91cf\u7f29\u77ed\u56fe\u7247\u751f\u6210\u7684\u65f6\u95f4\uff0c\u964d\u4f4e\u539f\u6d41\u7a0b\u7684\u65f6\u95f4\u3001\u6210\u672c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u8fdb\u884c\u63a2\u7d22\u3002<\/span><\/p>\n
<\/p>\n
<\/p>\n
2.Text2Image\u91cc\u7a0b\u7891<\/strong><\/span><\/p>\n
\u9996\u5148\u4ecb\u7ecd\u90e8\u5206\u5173\u4e8e\u6587\u672c\u751f\u6210\u56fe\u50cf\u7684\u4e00\u4e9b\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u5de5\u4f5c\u30022021\u5e74\uff0cDALL-E 1\u7684\u51fa\u73b0\u5177\u6709\u5212\u65f6\u4ee3\u7684\u610f\u4e49\uff0c\u4f7f\u5f97\u4ece\u6587\u5230\u56fe\u7684\u751f\u6210\u6a21\u578b\u5177\u6709\u5546\u4e1a\u843d\u5730\u7684\u6f5c\u529b\u3002\u4e4b\u540e\uff0c\u4e0d\u65ad\u6709\u4eba\u5728\u8fd9\u4e00\u9886\u57df\u8fdb\u884c\u7814\u7a76\uff0c\u5305\u62ecDALL-E 2\uff0c\u4e0d\u4f46\u5b9e\u73b0\u4e86\u6548\u679c\u7684\u63d0\u5347\uff0c\u8fd8\u964d\u4f4e\u4e86\u53c2\u6570\u91cf\u3002Stable Diffusion\u7684\u51fa\u73b0\u4e5f\u662f\u77f3\u7834\u5929\u60ca\u7684\u4e00\u9879\u5de5\u4f5c\uff0c\u4e0d\u4f46\u751f\u6210\u7684\u6548\u679c\u597d\uff0c\u800c\u4e14\u53ef\u4ee5\u5728\u6d88\u8d39\u7ea7\u7684\u663e\u5361\u4e0a\u5de5\u4f5c\uff0c\u964d\u4f4e\u4e86AIGC\u7684\u95e8\u69db\u3002\u6700\u8fd1\u975e\u5e38\u706b\u7206\u7684LoRA\u6280\u672f\uff0c\u4e0d\u4f46\u53ef\u4ee5\u5728\u6d88\u8d39\u7ea7\u7684\u663e\u5361\u4e0a\u4f7f\u7528\uff0c\u8fd8\u53ef\u4ee5\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u66f4\u52a0\u964d\u4f4e\u4e86\u53c2\u4e0e\u7684\u95e8\u69db\uff0c\u4fc3\u4f7f\u5927\u91cf\u7684\u4eba\u548c\u8d44\u672c\u6d8c\u5165\u8fd9\u4e00\u9886\u57df\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
3.\u6280\u672f\u7684\u5feb\u901f\u6f14\u8fdb\uff1a\u5982\u4f55\u753b\u597d\u4e00\u4e2a\u4eba\u50cf\uff1f<\/strong><\/span><\/p>\n
\u8fd9\u91cc\u4ee5\u4eba\u50cf\u7b49\u81ea\u52a8\u751f\u6210\u4e3a\u4f8b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff1a\u4ece21\u5e74\u7684VQGAN-CLIP\u5230Stable Diffusion\u7684\u5feb\u901f\u6f14\u8fdb\uff0c\u6280\u672f\u6b63\u5728\u5feb\u901f\u8fdb\u6b65\u3002\u800c\u8fd1\u671f\u7684ControlNet\u53ef\u4ee5\u6839\u636e\u4eba\u7684\u59ff\u52bf\u6216\u7ebf\u5149\u56fe\u76f4\u63a5\u751f\u6210\u7ed3\u679c\uff0c\u8fd9\u66f4\u662f\u5177\u5907\u4e86\u5546\u4e1a\u843d\u5730\u7684\u53ef\u80fd\u6027\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
4.Stable Diffusion\u539f\u7406\u89e3\u8bfb1\uff1a\u6269\u6563\u6a21\u578b<\/span><\/strong><\/span><\/p>\n
Stable Diffusion\u7684\u601d\u8def\u6bd4\u8f83\u7b80\u5355\uff0c\u76f8\u5f53\u4e8e\u4f7f\u7528U-Net\u9884\u6d4b\u566a\u97f3\uff0c\u5373\u4e0d\u65ad\u5728\u539f\u56fe\u7684\u57fa\u7840\u4e0a\u589e\u52a0\u566a\u58f0\uff0c\u5c06\u5e26\u566a\u97f3\u7684\u6570\u636e\u4f5c\u4e3a\u8f93\u5165\uff0c\u4f7f\u7528U-Net\u9884\u6d4b\u539f\u59cb\u56fe\u50cf\u53ca\u52a0\u566a\u58f0\u7684\u8fc7\u7a0b\u3002\u901a\u8fc7\u8fd9\u79cd\u6a21\u5f0f\uff0c\u4f7f\u901a\u8fc7\u566a\u97f3\u751f\u6210\u56fe\u50cf\u79f0\u4e3a\u53ef\u80fd\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
5.Stable Diffusion\u539f\u7406\u89e3\u8bfb2\uff1a\u9690\u6269\u6563\u6a21\u578b<\/span><\/strong><\/span><\/p>\n
\u5728Stable Diffusion\u7684\u57fa\u7840\u4e0a\uff0c\u8fd8\u63d0\u51fa\u4f7f\u7528\u9690\u5411\u91cf\u7684\u8bad\u7ec3\u65b9\u5f0f\u3002\u539f\u5148\u7684Diffusion\u52a0\u566a\u97f3\u7684\u8fc7\u7a0b\u4f5c\u7528\u4e8e\u56fe\u7247\uff0c\u5373\u4e2d\u95f4\u8fc7\u7a0b\u548c\u539f\u59cb\u8fc7\u7a0b\u63a5\u8fd1\u3002\u800c\u9690\u6269\u6563\u6a21\u578b\u4f7f\u7528Auto Encoder\u5c06\u4e2d\u95f4\u8fc7\u7a0b\u6620\u5c04\u5230\u9690\u7a7a\u95f4\u4e2d\uff0c\u8fd9\u6709\u5229\u4e8e\u5c06\u4e2d\u95f4\u8fc7\u7a0b\u8fdb\u884c\u964d\u7ef4\u8ba1\u7b97\uff0c\u5728\u9ad8\u7ef4\u7a7a\u95f4\u8fdb\u884c\u89e3\u7801\uff0c\u8fd9\u4e5f\u662f\u5b83\u80fd\u591f\u652f\u6301\u5927\u5206\u8fa8\u7387\u56fe\u50cf\uff0c\u964d\u4f4e\u663e\u5b58\u8ba1\u7b97\u8d44\u6e90\u7684\u4e3b\u8981\u539f\u56e0\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
6.Stable Diffusion\u539f\u7406\u89e3\u8bfb3\uff1a\u6a21\u578b\u6574\u4f53\u7ed3\u6784<\/span><\/strong><\/span><\/p>\n
\u5bf9\u4e8e\u6587\u5b57\u90e8\u5206\u7684\u7f16\u7801\uff0cStable Diffusion\u5f15\u5165\u4e86CLIP\uff0c\u5e76\u901a\u8fc7cross attention\u7684\u65b9\u5f0f\u878d\u5165\u6a21\u578b\u4e2d\u3002\u4f7f\u7528CLIP\u5bf9Prompt\u8fdb\u884c\u7f16\u7801\uff0c\u901a\u8fc7U-Net\u3001cross attention\u4f5c\u4e3a\u63a7\u5236\u6761\u4ef6\u5f15\u5bfc\u56fe\u50cf\u7684\u751f\u6210\u8fc7\u7a0b\u3002\u603b\u7684\u6765\u8bf4\uff0cStable Diffusion\u901a\u8fc7\u6784\u5efaLDM\uff0c\u89e3\u51b3\u4e86\u76f4\u63a5\u5728\u9ad8\u7ef4\u7a7a\u95f4\u8fdb\u884c\u8ba1\u7b97\u5e26\u6765\u7684\u8d44\u6e90\u6d88\u8017\u548c\u7cbe\u5ea6\u63a7\u5236\u7684\u9650\u5236\uff0c\u5e76\u4e14\u53d6\u5f97\u4e86\u975e\u5e38\u597d\u7684\u6548\u679c\u3002\u6700\u5173\u952e\u7684\u662f\uff0c\u6574\u4e2a\u7ed3\u6784\u53ef\u4ee5\u5728\u6d88\u8d39\u7ea7\u7684\u663e\u5361\u4e0a\u8fdb\u884c\u4f7f\u7528\uff0c\u6781\u5927\u5730\u4fc3\u8fdb\u4e86AIGC\u884c\u4e1a\u7684\u53d1\u5c55\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
7.Stable\u00a0Diffusion\u7684\u540e\u7eed\u8fed\u4ee3\u6280\u672f<\/span><\/strong><\/span><\/p>\n
\u5728Stable Diffusion\u4e4b\u540e\uff0c\u6700\u8fd1\u4e5f\u6709\u8bb8\u591a\u76f8\u5173\u5de5\u4f5c\u7684\u8fed\u4ee3\uff0c\u5305\u62ecTextual Inversion\u3001DreamBooth\u3001ControlNet\u548cLoRA\uff0c\u8fd9\u4e9b\u6a21\u578b\u4f7f\u5f97\u751f\u6210\u7684\u56fe\u50cf\u66f4\u52a0\u903c\u771f\uff0c\u5e76\u4e14\u7528\u6237\u53ef\u4ee5\u63d0\u4f9b\u66f4\u591a\u7684\u63a7\u5236\u6761\u4ef6\uff0c\u5fae\u8c03\u8bad\u7ec3\u7684\u901f\u5ea6\u66f4\u5feb\uff0c\u5fae\u8c03\u7684\u53c2\u6570\u91cf\u66f4\u5c11\uff0c\u9700\u8981\u7684\u663e\u5b58\u66f4\u5c11\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
8.AI\u00a0Writer\u56fe\u7247\u751f\u6210\u5c55\u793a<\/span><\/strong><\/span><\/p>\n
\u6211\u4eec\u5728\u8fd9\u65b9\u9762\u7684\u5de5\u4f5c\u4e3b\u8981\u96c6\u4e2d\u5728\u7535\u5546\u7684\u56fe\u7247\u751f\u6210\uff0c\u5982\u63d0\u4f9b\u4e00\u4e9b\u5546\u54c1\u7684\u4e70\u70b9\u5173\u952e\u8bcd\uff0c\u7136\u540e\u7531\u6a21\u578b\u81ea\u52a8\u751f\u6210\u76f8\u5e94\u7684\u56fe\u7247\u3002<\/span><\/p>\n
<\/p>\n
9.\u57fa\u4e8eStable\u00a0Diffusion\u7684\u7535\u5546\u56fe\u7247\u751f\u6210<\/span><\/strong><\/span><\/p>\n
\u5177\u4f53\u505a\u6cd5\u662f\uff1a\u91c7\u6837Stable Diffusion\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4e3b\u8981\u5fae\u8c03CLIP\u90e8\u5206\u3002\u9996\u5148\u722c\u53d6\u7535\u5546\u6570\u636e\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u7528\u6237\u7684\u8bc4\u8bba\u6570\u91cf\u3001\u6536\u85cf\u6570\u91cf\u3001\u6210\u4ea4\u7b49\u4fe1\u606f\u8fdb\u884c\u7b5b\u9009\uff0c\u7136\u540e\uff0c\u4f7f\u7528CLIP\u5bf9\u8fd9\u4e9b\u5185\u5bb9\u8fdb\u884c\u6253\u5206\uff0c\u4fdd\u7559\u6807\u9898\u548c\u56fe\u7247\u76f8\u5173\u5ea6\u8f83\u9ad8\u7684\u6570\u636e\u4f5c\u4e3a\u8bad\u7ec3\u96c6\u8fdb\u884c\u8bad\u7ec3\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
10.\u7535\u5546\u670d\u9970\u4ea7\u54c1\u56fe\u7247\u5236\u4f5c\u6d41\u7a0b<\/span><\/strong><\/span><\/p>\n
\u539f\u59cb\u7684\u7535\u5546\u670d\u9970\u4ea7\u54c1\u56fe\u7247\u5236\u4f5c\u6d41\u7a0b\u5305\u62ec\uff1a\u6444\u5f71\u5e08\u62cd\u7167\uff0c\u6a21\u7279\u6446\u62cd\uff0c\u7f8e\u5de5\u540e\u671f\u5904\u7406\u3001\u4ea4\u4ed8\u7b49\uff0c\u4f7f\u7528\u6a21\u578b\u8fdb\u884c\u56fe\u7247\u751f\u6210\uff0c\u53ef\u4ee5\u514d\u53bb\u6a21\u7279\u3001\u6444\u5f71\u5e08\u6210\u672c\uff0c\u53ef\u4ee5\u6839\u636e\u8fd0\u8425\u9700\u6c42\u53ca\u65f6\u8c03\u6574\u3002<\/span><\/p>\n
\u7ecf\u8fc7\u6211\u4eec\u5bf9\u5e02\u573a\u7684\u8c03\u7814\uff0c\u53d1\u73b0\u7535\u5546\u884c\u4e1a\u5185\u5bf9\u56fe\u7247\u7d20\u6750\u7684\u81ea\u52a8\u751f\u6210\u9700\u6c42\u5f88\u5927\u3002\u4f46\u4ece\u6280\u672f\u4e0a\u6765\u8bf4\uff0c\u76ee\u524d\u6574\u4e2a\u56fe\u7247\u751f\u6210\u7684\u5de5\u4f5c\u8fd8\u5904\u4e8e\u63a2\u7d22\u9636\u6bb5\uff0c\u867d\u7136\u6d41\u7a0b\u5df2\u7ecf\u6253\u901a\uff0c\u4f46\u662f\u5bf9\u8d28\u91cf\u8981\u6c42\u8f83\u9ad8\u7684\u56fe\u7247\u7684\u751f\u6210\u8fd8\u6709\u4e00\u5b9a\u7684\u5c40\u9650\u6027\u3002\u8fd9\u4e2a\u9886\u57df\u7684\u8fdb\u5c55\u975e\u5e38\u5feb\uff0c\u6211\u4eec\u4e5f\u5728\u4e0d\u65ad\u7684\u5438\u53d6\u7ecf\u9a8c\uff0c\u4e0d\u65ad\u8fed\u4ee3\u4f18\u5316\uff0c\u5c31\u76ee\u524d\u800c\u8a00\uff0c\u5c0f\u56fe\u3001\u6982\u5ff5\u56fe\u3001\u7f29\u7565\u56fe\u7684\u751f\u6210\u7ed3\u679c\u8f83\u597d\uff0c\u9ad8\u6e05\u5927\u56fe\u8fd8\u5f88\u96be\u4e00\u6b21\u6210\u7247\u3002<\/span><\/p>\n<\/section>\n
<\/p>\n
04<\/span><\/strong><\/span><\/p>\n
\u7ed3\u8bed<\/span><\/strong><\/span><\/p>\n
\u6587\u7ae0\u5f00\u5934\u56de\u987e\u4e86\u8fd1\u671f\u6587\u672c\u3001\u56fe\u50cf\u7b49\u76f8\u5173\u9886\u57df\u7684\u91cd\u8981\u5de5\u4f5c\uff0c\u8ba8\u8bba\u4e86\u5927\u6a21\u578b\u5728\u7535\u5546\u9886\u57df\u5e26\u6765\u65b0\u7684\u673a\u9047\u4e0e\u6311\u6218\uff1b\u968f\u540e\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u6570\u5143\u7075\u5728\u7535\u5546\u6587\u6848\u751f\u6210\u57fa\u4e8eGPT \u6a21\u578b\u7684\u5b9e\u8df5\uff0c\u5bf9\u6bd4\u4e0d\u540c\u7248\u672c\u7684\u6a21\u578b\u7684\u8fed\u4ee3\u6548\u679c\u5e76\u8fdb\u884c\u4e86\u5206\u6790\uff1b\u6700\u540e\uff0c\u4ecb\u7ecd\u4e86\u6570\u5143\u7075\u5728\u7535\u5546\u56fe\u50cf\u751f\u6210\u57fa\u4e8eStable Diffusion \u7684\u5b9e\u8df5\u3002<\/span><\/p>\n
AIGC\u76ee\u524d\u7684\u53d1\u5c55\u901f\u5ea6\u5f88\u5feb\uff0c\u672a\u6765\u6211\u4eec\u4e5f\u53ef\u80fd\u57fa\u4e8e\u6700\u65b0\u7684\u6280\u672f\u8fdb\u5c55\u8fdb\u4e00\u6b65\u8fed\u4ee3\u6a21\u578b\u3002\u65b0\u6280\u672f\u5f97\u51fa\u73b0\uff0c\u8ba9\u4ee5\u524d\u53ef\u80fd\u9700\u8981\u975e\u5e38\u5927\u8ba1\u7b97\u8d44\u6e90\u624d\u80fd\u505a\u7684\u4ea7\u54c1\uff0c\u73b0\u5728\u53ef\u80fd\u4e0d\u9700\u8981\u90a3\u4e48\u591a\u8d44\u6e90\u4e5f\u80fd\u542f\u52a8\u3002<\/span><\/p>\n
<\/p>\n
\u4e0b\u9762\u8c08\u4e00\u4e0b\u9488\u5bf9\u7535\u5546\u9886\u57df\uff0cAIGC\u53ef\u80fd\u4f1a\u5e26\u6765\u4ee5\u4e0b\u53d8\u9769\uff1a<\/span><\/strong><\/span><\/p>\n
\n
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\u5bfc\u8d2d\u94fe\u8def\uff1a\u6bd4\u5982\u548cOpenAI\u5408\u4f5c\u7684Shop\uff0c\u4ee5\u5bf9\u8bdd\u7684\u5f62\u5f0f\u8fdb\u884c\u4ea4\u4e92\uff0c\u5ba2\u6237\u63d0\u51fa\u60f3\u6cd5\u3001\u9700\u6c42\uff0c\u6a21\u578b\u63a8\u8350\u4e0d\u540c\u7684\u4ea7\u54c1\uff0c\u65b0\u7684\u6280\u672f\u51fa\u73b0\u8ba9\u8fd9\u79cd\u4ea7\u54c1\u4ea4\u4e92\u6a21\u5f0f\u6210\u4e3a\u53ef\u80fd\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n
\n
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\u5236\u9020\u548c\u4f9b\u5e94\u94fe\uff1a\u867d\u7136\u5bf9\u4e8e\u8d28\u91cf\u8f83\u9ad8\u7684\u56fe\u7247\u751f\u6210\uff0c\u76ee\u524d\u7684\u6280\u672f\u8fd8\u4e0d\u80fd\u5b9e\u73b0\u3002\u4f46\u5bf9\u4e8e\u5236\u9020\u65b9\u5411\uff0c\u5982CALA\u53ef\u4ee5\u751f\u6210\u8bbe\u8ba1\u56fe\uff0c\u8fd9\u80fd\u591f\u964d\u4f4e\u670d\u88c5\u8bbe\u8ba1\u7684\u95e8\u69db\uff0c\u964d\u4f4e\u8bbe\u8ba1\u7684\u6210\u672c\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n
\n
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\u8fd0\u8425\u6548\u7387\uff1a\u5982AI Writer\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u591a\u6761\u8fd0\u8425\u6587\u6848\uff0c\u8fd0\u8425\u540c\u5b66\u53ef\u4ee5\u8c03\u6574\u751f\u6210\u7684\u56e0\u5b50\uff0c\u6311\u9009\u5408\u9002\u7684\u6587\u6848\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u964d\u4f4e\u8fd0\u8425\u6210\u672c\uff0c\u63d0\u9ad8\u8fd0\u8425\u6548\u7387\u3002\u6bd5\u7adf\u9009\u62e9\u9898\u8981\u6bd4\u4e3b\u89c2\u9898\u505a\u8d77\u6765\u5bb9\u6613\u5f97\u591a\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n<\/section>\n
<\/p>\n
\u4e0b\u56fe\u4e2d\u7684<\/span>\u7f51\u7ad9\u7ed9\u51fa\u4e86\u8bb8\u591a\u7684\u5927\u6a21\u578b\u5e94\u7528\u573a\u666f\uff0c\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8eChatGPT\uff0c\u8fd8\u6709Bard\u7b49\u3002<\/span><\/span><\/p>\n
<\/p>\n
\u76ee\u524d\uff0c\u5728\u56fd\u5185\u505a\u901a\u7528\u5927\u6a21\u578b\u6216\u56fd\u4ea7\u7684ChatGPT\u53ef\u80fd\u5e76\u4e0d\u662f\u4e00\u4e2a\u6700\u4f18\u7684\u9009\u62e9\uff0c\u56e0\u4e3a\u8fd9\u9700\u8981\u5927\u91cf\u7684\u79ef\u7d2f\uff0c\u5bf9\u4e8e\u6211\u4eec\u666e\u901a\u521b\u4e1a\u8005\u548c\u5f00\u53d1\u5de5\u7a0b\u6765\u8bf4\uff0c\u53ef\u80fd\u4f1a\u6709\u4ee5\u4e0b\u673a\u4f1a\uff1a<\/span><\/strong><\/span><\/p>\n
\n
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\u89e3\u51b3\u5927\u6a21\u578b\u5e76\u4e0d\u64c5\u957f\u7684\u4e8b\u60c5\uff0c\u5982\u5904\u7406\u957f\u6587\u672c\uff0c\u66f4\u53ca\u65f6\u5730\u77e5\u8bc6\u7684\u66f4\u65b0\u7b49\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n
\n
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\u57fa\u4e8e\u5927\u6a21\u578b\u6539\u9020\u65e2\u6709\u4e1a\u52a1\uff0c\u5305\u62ec\u7535\u5546\u884c\u4e1a\u6216\u5176\u4ed6\u884c\u4e1a\uff0c\u53ef\u80fd\u6bcf\u4e2a\u884c\u4e1a\u5728\u8fd9\u4e2a\u65f6\u4ee3\u90fd\u4f1a\u91cd\u65b0\u505a\u4e00\u904d\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n
\n
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\u5927\u6a21\u578b\u65f6\u4ee3\u7684Linux\u793e\u533a\uff0c\u76ee\u524d\u5f00\u6e90\u793e\u533a\u5df2\u7ecf\u662f\u904d\u5730\u5f00\u82b1\u7684\u72b6\u6001\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684iPhone\u65f6\u523b\u5df2\u8fc7\uff0c\u76f8\u4fe1Android\u65f6\u523b\u672a\u8fdc\u4e5f\uff01<\/span><\/p>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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05<\/span><\/strong><\/span><\/p>\n
Q&A<\/strong><\/span><\/p>\n
Q1\uff1a\u6709\u6ca1\u6709\u53ef\u80fd\u505a\u5c0f\u578b\u7684\u901a\u7528\u6a21\u578b\uff0c\u5982\u679c\u53ef\u4ee5\uff0c\u6709\u4ec0\u4e48\u6280\u672f\u65b9\u6848\uff1f<\/strong>A:\u00a0\u8fd9\u9700\u8981\u6839\u636e\u6a21\u578b\u7684\u5927\u5c0f\u6765\u786e\u5b9a\uff0c\u5c31\u76ee\u524d\u6765\u770b\uff0c\u5982\u679c\u6a21\u578b\u7684\u53c2\u6570\u5c0f\u4e8e100\u4ebf\uff0c\u4e0d\u592a\u53ef\u80fd\u51fa\u73b0\u901a\u7528\u7684\u80fd\u529b\uff0c\u5bf9\u4e8e\u4e16\u754c\u77e5\u8bc6\u6216\u6307\u4ee4\u7684\u7406\u89e3\u3001\u63a8\u7406\u80fd\u529b\u6bd4\u8f83\u5dee\uff0c\u81f3\u5c11\u53ef\u80fd\u9700\u898160-70\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u624d\u4f1a\u9010\u6e10\u51fa\u73b0\u8fd9\u79cd\u901a\u7528\u7684\u80fd\u529b\u3002<\/span><\/p>\n
\u00a0<\/span><\/p>\n
Q2\uff1a\u5546\u54c1\u6587\u6848\u751f\u6210\u65f6\uff0c\u6709\u4ec0\u4e48\u65b9\u6cd5\u80fd\u591f\u52a0\u5165\u98ce\u683c\u5316\u7684\u5143\u7d20\uff0c\u6bd4\u5982\u8bf4\u6296\u97f3\u3001\u5c0f\u7ea2\u4e66\u7b49\u63cf\u8ff0\u98ce\u683c\uff1f<\/span><\/strong><\/p>\n
A\uff1a\u8fd9\u4e5f\u662f\u6211\u4eec\u6b63\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u76ee\u524d\u662f\u901a\u8fc7Prompt\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u4e0d\u540c\u98ce\u683c\u7684\u6587\u6848\u3002\u53e6\u5916\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u6296\u97f3\u3001\u5c0f\u7ea2\u4e66\u98ce\u683c\u7684\u6807\u6ce8\u6570\u636e\uff0c\u518d\u751f\u6210\u65f6\u901a\u8fc7Prompt\u5f15\u5bfc\u6a21\u578b\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q3\uff1a<\/strong>\u6709\u6ca1\u6709\u53ef\u80fd\u51fa\u73b0\u5e7b\u89c9\u95ee\u9898\uff0c\u5982\u679c\u4ea7\u751f\u9519\u8bef\u7684\u4fe1\u606f\u5e94\u8be5\u5982\u4f55\u63a7\u5236\uff1f<\/strong><\/p>\n
A\uff1a\u6587\u6848\u4e2d\u51fa\u73b0\u5e7b\u89c9\u6216\u865a\u5047\u4fe1\u606f\u90fd\u662f\u53ef\u80fd\u7684\u3002\u76ee\u524d\u7684\u89e3\u51b3\u65b9\u6848\u662f\u751f\u6210\u591a\u4e2a\u5019\u9009\uff0c\u7136\u540e\u8fdb\u884c\u540e\u5904\u7406\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q4\uff1a<\/strong>\u6587\u6848\u751f\u6210\u6709\u54ea\u4e9b\u9700\u8981\u7279\u522b\u6ce8\u610f\u7684\u70b9\uff1f<\/strong><\/p>\n
A\uff1a\u6700\u91cd\u8981\u7684\u5e94\u8be5\u662f\u6536\u96c6\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002\u5176\u6b21\u53ef\u80fd\u662f\u5982\u4f55\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q5\uff1a<\/strong>\u5728\u4e00\u4e2a\u7ec6\u5206\u9886\u57df\u53ef\u4ee5\u505aAIGC\u5417\uff1f<\/strong><\/p>\n
A\uff1a\u8fd9\u662f\u53ef\u4ee5\u7684\uff0c\u4e5f\u662f\u6211\u4eec\u76ee\u524d\u6b63\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u800c\u4e14\u53c2\u6570\u7684\u89c4\u6a21\u53ef\u80fd\u4e0d\u9700\u8981\u90a3\u4e48\u5927\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q6\uff1aChatGPT\u548cInternet\u7ed3\u5408\u662f\u4e0d\u662f\u53ef\u4ee5\u89e3\u51b3\u6570\u636e\u5ef6\u8fdf\u7684\u95ee\u9898\uff1f<\/strong>A\uff1a\u8fd9\u662f\u53ef\u4ee5\u7684\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q7\uff1a100\u4ebf\u53ca\u4ee5\u4e0a\u7684\u6a21\u578b\u9700\u8981\u591a\u5927\u7684\u7b97\u529b\uff1f<\/strong><\/p>\n
A\uff1a\u5982\u679c\u662f\u5fae\u8c03\u6a21\u578b\uff0c8\u5757A100\u80af\u5b9a\u662f\u53ef\u4ee5\u7684\u3002\u5982\u679c\u6ca1\u6709A100\uff0cV100\u4e5f\u662f\u53ef\u4ee5\u7684\u3002\u5177\u4f53\u7684\u8bbe\u5907\u8981\u6c42\u548c\u6a21\u578b\u53c2\u6570\u91cf\u3001\u6570\u636e\u91cf\u3001\u8bad\u7ec3\u65f6\u957f\u90fd\u6709\u5173\u7cfb\uff0c\u9700\u8981\u5177\u4f53\u60c5\u51b5\u5177\u4f53\u5206\u6790\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q8\uff1a<\/strong>\u6709\u6ca1\u6709\u6bd4\u8f83\u597d\u7684\u652f\u6301\u4e2d\u6587\u7684\u9884\u8bad\u7ec3\u5927\u6a21\u578b\uff1f<\/strong><\/p>\n
A\uff1ahugging face\u4e0a\u5e94\u8be5\u6709\u5f88\u591a\u4e2d\u6587\u7684\u5927\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q9\uff1a<\/strong>\u751f\u6210\u7ed3\u679c\u5982\u679c\u5b58\u5728\u8bb8\u591a\u4e0d\u5408\u5e38\u8bc6\u3001\u4e0d\u5408\u903b\u8f91\u7684\u95ee\u9898\u8be5\u5982\u4f55\u89e3\u51b3\uff1f<\/strong><\/p>\n
A\uff1a\u8fd9\u4e5f\u662f\u6211\u4eec\u5f00\u59cb\u5c1d\u8bd5\u65f6\u9047\u5230\u7684\u95ee\u9898\u3002\u5728\u6839\u636e\u5546\u54c1\u5c5e\u6027\u751f\u6210\u56fe\u7247\u65f6\uff0c\u6548\u679c\u4e0d\u7406\u60f3\u3002\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u662f\u9996\u5148\u5c06\u5546\u54c1\u6570\u636e\u8fdb\u884c\u5f52\u4e00\u5316\u5904\u7406\uff0c\u5176\u6b21\uff0c\u5c06\u6bd4\u8f83\u7a00\u758f\u7684\u5c5e\u6027\u8fc7\u6ee4\uff0c\u5982\u4f7f\u7528TF-IDF\u6311\u9009\u51fa\u91cd\u8981\u7684\u5c5e\u6027\u7b49\u3002\u8fd9\u4e2a\u95ee\u9898\u4e3b\u8981\u6765\u6e90\u4e8e\u6570\u636e\u8d28\u91cf\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q10\uff1a<\/strong>\u5728AI\u521b\u4f5c\u9886\u57df\uff0cAIGC\u4e0d\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u548c\u5c40\u9650\u6027\u6709\u54ea\u4e9b\uff1f<\/strong><\/p>\n
A\uff1a\u76ee\u524d\u6bd4\u8f83\u96be\u7684\u5e94\u8be5\u662f\u89c6\u9891\u751f\u6210\u7684\u9886\u57df\u3002Meta\u63d0\u51fa\u7684Make-A-Video\u4e5f\u53ea\u80fd\u751f\u6210\u4e00\u4e9b\u77ed\u89c6\u9891\uff0c\u800c\u4e14\u8d28\u91cf\u4e5f\u4e0d\u7406\u60f3\u3002\u9ad8\u5206\u8fa8\u56fe\u7247\u4e2d\u7ec6\u8282\u7684\u90e8\u4f4d\u751f\u6210\u7684\u6548\u679c\u4e5f\u662f\u4e00\u4e2a\u96be\u9898\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q11\uff1a<\/strong>\u5728\u7535\u5546\u9886\u57df\uff0c\u8fd8\u6709\u54ea\u4e9b\u75db\u70b9\u53ef\u4ee5\u901a\u8fc7AIGC\u89e3\u51b3\uff1f<\/strong><\/p>\n
A\uff1a\u7406\u8bba\u4e0a\u8bf4\uff0c\u4f1a\u8bdd\u7684\u6a21\u5f0f\u53ef\u4ee5\u89e3\u51b3\u6240\u6709\u548c\u5546\u5bb6\u3001\u5ba2\u6237\u6c9f\u901a\u7684\u4e8b\u60c5\uff0c\u8fd9\u90fd\u662fChatGPT\u80fd\u591f\u89e3\u51b3\u7684\u4e8b\u60c5\u3002\u6bd4\u5982\uff0c\u76ee\u524d\u5927\u591a\u6570\u7684\u5ba2\u670d\u673a\u5668\u4eba\u90fd\u662f\u901a\u8fc7\u89c4\u5219\u6765\u5b9e\u73b0\u7684\uff0c\u5728ChatGPT\u540e\u53ef\u4ee5\u901a\u8fc7ChatGPT\u548c\u77e5\u8bc6\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u6765\u5b8c\u5584\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q12\uff1a<\/strong>BERT\u53ef\u4ee5\u505a\u54ea\u4e9b\u4efb\u52a1\uff1f<\/strong><\/p>\n
A\uff1aBERT\u901a\u5e38\u7528\u4e8e\u5206\u7c7b\u3001\u5b9e\u4f53\u8bc6\u522b\u7b49\u8bc6\u522b\u7c7b\u4efb\u52a1\u3002GPT\u53ef\u80fd\u66f4\u64c5\u957f\u751f\u6210\u7c7b\u7684\u4efb\u52a1\u3002\u53ef\u4ee5\u5728BERT\u6700\u540e\u4e00\u5c42\u63a5\u4e0a\u4e0d\u540c\u7684\u4efb\u52a1\u5c42\uff0c\u505a\u8bc6\u522b\u7c7b\u7684\u4efb\u52a1\uff0c\u5982\u4eae\u70b9\u8bc6\u522b\u7b49\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q13\uff1a<\/strong>AIGC\u5728\u81ea\u52a8\u5316\u8fd0\u8425\u5c42\u9762\u6709\u4ec0\u4e48\u53ef\u4ee5\u7ed3\u5408\u7684\u601d\u8def\uff1f<\/strong><\/p>\n
A\uff1a\u8fd9\u9700\u8981\u6839\u636e\u9700\u6c42\u6765\u786e\u5b9a\u3002\u5982\u6d77\u5916\u7535\u5546\u901a\u5e38\u4f7f\u7528\u90ae\u4ef6\u8fdb\u884c\u4ea4\u6d41\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u884c\u4e1a\u75db\u70b9\u3002\u4ea7\u54c1\u8bbe\u8ba1\u56fe\u3001\u6982\u5ff5\u56fe\u7684\u751f\u6210\u4e5f\u662f\u6bd4\u8f83\u597d\u7684\u65b9\u5411\u3002<\/span><\/p>\n
\u00a0<\/strong><\/p>\n
Q14\uff1a<\/strong>\u6709\u6ca1\u6709\u53ef\u4ee5\u5c55\u793a\u7684\u6848\u4f8b\uff1f<\/strong><\/p>\n
A\uff1a\u6709\u7684\uff0c\u94fe\u63a5\uff1ahttp:\/\/nlg-demo.dmetasoul.com\/ecommerce\u3002\u4f46\u662f\u56e0\u4e3a\u7b97\u529b\u7684\u9650\u5236\uff0c\u90e8\u7f72\u7528\u7684\u6a21\u578b\u53ea\u662f\u4e00\u4e2a\u5c0f\u6a21\u578b\u3002<\/span><\/p>\n
\u4ee5\u4e0a\u5c31\u662f\u672c\u6b21\u5206\u4eab\u7684\u5185\u5bb9\uff0c\u8c22\u8c22\u5927\u5bb6\u3002<\/span><\/strong><\/span><\/section>\n
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\u5206\u4eab\u5609\u5bbe<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n
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INTRODUCTION<\/span><\/p>\n<\/section>\n
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\u9996\u5e2d\u79d1\u5b66\u5bb6<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u4e2d\u79d1\u9662\u6570\u5b66\u6240\u535a\u58eb\uff0c\u5148\u540e\u5c31\u804c\u4e8e IBM\uff0c\u963f\u91cc\u5df4\u5df4\uff1b\u5728\u673a\u5668\u5b66\u4e60\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7b49\u65b9\u5411\u62e5\u6709\u591a\u5e74\u5f00\u53d1\u548c\u4f18\u5316\u7ecf\u9a8c\u3002\u76ee\u524d\u5728\u5317\u4eac\u6570\u5143\u7075\u79d1\u6280\u6709\u9650\u516c\u53f8\u62c5\u4efb\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u4e3b\u8981\u8d1f\u8d23\u7b97\u6cd5\u65b9\u5411\u7684\u7814\u53d1\u5de5\u4f5c\u3002<\/span><\/p>\n
\u66fe\u5728\u963f\u91cc\u5df4\u5df4\u96c6\u56e2\u62c5\u4efb\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6\uff0c\u5148\u540e\u5728\u98de\u732a\uff0cLazada \u90e8\u95e8\u5e26\u9886\u56e2\u961f\u5728\u63a8\u8350\u7cfb\u7edf\u3001\u4f9b\u5e94\u94fe\u4f18\u5316\u3001\u5546\u4e1a\u8d4b\u80fd\u7b49\u65b9\u5411\u8fdb\u884c\u653b\u575a\uff0c\u83b7\u5f97\u5927\u5e45\u5ea6\u7684\u4e1a\u52a1\u6548\u679c\u63d0\u5347\uff0c\u5177\u6709\u4e30\u5bcc\u7684\u7b97\u6cd5\u843d\u5730\u8d4b\u80fd\u7ecf\u9a8c\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u7279\u522b\u8bf4\u660e\uff1a\u672c\u6587\u4ec5\u7528\u4e8e\u5b66\u672f\u4ea4\u6d41\uff0c\u5982\u6709\u4fb5\u6743\u8bf7\u540e\u53f0\u8054\u7cfb\u5c0f\u7f16\u5220\u9664\u3002<\/span><\/section>\n<\/section>\n<\/blockquote>\n
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\u8f6c\u8f7d\u6765\u6e90\uff1aDataFunTalk<\/span><\/p>\n
\u8f6c\u8f7d\u7f16\u8f91\uff1a\u674e\u5029\u6960<\/span><\/p>\n
\n","protected":false},"excerpt":{"rendered":"
\u5bfc\u8bfb\u00a0\u672c\u6587\u5c06\u5206\u4eab\u6570\u5143\u7075\u8fd1\u671f\u57fa\u4e8eAIGC\u5728\u7535\u5546\u9886\u57df\u7684\u6587\u6848\u751f\u6210\u548c\u56fe\u50cf\u751f\u6210\u65b9\u5411\u7684\u5b9e\u8df5\uff0c\u4e3b\u8981\u5185\u5bb9\u5305\u62ec\u4ee5\u4e0b\u51e0\u5927\u90e8\u5206\uff1a \u5168 […]<\/p>\n","protected":false},"author":8,"featured_media":4980,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[90,60],"tags":[64,114],"class_list":["post-4899","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-90","category-60","tag-chatgpt","tag-114"],"_links":{"self":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/4899","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4899"}],"version-history":[{"count":0,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/4899\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/media\/4980"}],"wp:attachment":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}