{"id":2276,"date":"2023-11-15T22:40:09","date_gmt":"2023-11-15T14:40:09","guid":{"rendered":"http:\/\/blog.cloud500.net\/?p=2276"},"modified":"2023-11-27T09:22:25","modified_gmt":"2023-11-27T01:22:25","slug":"state-of-ai-2023-%e5%b9%b4%e5%ba%a6%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%8a%a5%e5%91%8a%e4%b9%8b-industry-%e7%af%87","status":"publish","type":"post","link":"http:\/\/blog.cloud500.ai\/?p=2276","title":{"rendered":"State of AI: 2023 \u5e74\u5ea6\u4eba\u5de5\u667a\u80fd\u62a5\u544a\u4e4b Industry \u7bc7"},"content":{"rendered":"\n

\u4ee5\u4e0b\u6587\u7ae0\u6765\u6e90\u4e8eIn The Loop \uff0c\u4f5c\u8005 Houmin<\/p>\n\n\n\n

\u672c\u5468\u56db stateof. ai [1]<\/sup>\u51fa\u54c1\u4e86 2023 \u5e74\u5ea6\u4eba\u5de5\u667a\u80fd\u62a5\u544a[2]<\/sup>\u3002\u672c\u6587\u7f16\u8bd1\u81ea\u5176 2023 \u5e74\u62a5\u544a\uff0c\u5e76\u9644\u5e26\u7b80\u5355\u5206\u6790\uff0c\u5f3a\u70c8\u63a8\u8350\u9605\u8bfb\u539f\u62a5\u544a\u3002\u672c\u7cfb\u5217\u4e0a\u4e00\u7bc7\u4e3a State of AI\uff1a2023 \u5e74\u5ea6\u4eba\u5de5\u667a\u80fd\u62a5\u544a\u4e4b Research \u7bc7<\/a>\u3002<\/p>\n\n\n\n

\n

\u4ee5\u4e0b\u4e3a\u5168\u6587\u76ee\u5f55\uff0c\u53d7\u9650\u4e8e\u7bc7\u5e45\uff0c\u672c\u62a5\u544a\u5c06\u5206\u4e3a 3 \u7bc7\u53d1\u5e03\uff0c\u672c\u7bc7\u4e3a\u7b2c 2 \u7bc7\uff0c\u4e3b\u8981\u5173\u6ce8\u8fc7\u53bb\u4e00\u5e74\u4e2d AI \u5728\u4ea7\u4e1a\u754c\u7684\u76f8\u5173\u7a81\u7834\u4e0e\u8fdb\u5c55\u3002<\/p>\n\n\n\n

    \n
  1. State of AI 2023 \u62a5\u544a\u5e74\u5ea6\u603b\u7ed3<\/li>\n\n\n\n
  2. \u79d1\u7814\u8fdb\u5c55\uff1a\u6280\u672f\u7a81\u7834\u53ca\u5176\u80fd\u529b<\/li>\n\n\n\n
  3. \u4ea7\u4e1a\u754c\u53d1\u5c55\uff1a\u5f53\u524d AI \u521b\u65b0\u7684\u5546\u4e1a\u5316\u5e94\u7528\u4ee5\u53ca\u5bf9\u5e94\u7684\u5546\u4e1a\u5316\u5f71\u54cd<\/li>\n\n\n\n
  4. \u653f\u6cbb\u5f71\u54cd\uff1aAI \u76d1\u7ba1\uff0cAI \u4ea7\u751f\u7684\u7ecf\u6d4e\u5f71\u54cd\uff0cAI \u7684\u5730\u7f18\u653f\u6cbb\u6f14\u8fdb<\/li>\n\n\n\n
  5. AI \u5b89\u5168\uff1a\u660e\u786e\u548c\u51cf\u8f7b\u5c06\u6765\u5e9e\u5927 AI \u7cfb\u7edf\u53ef\u80fd\u4ea7\u751f\u7684\u707e\u96be\u6027\u5f71\u54cd<\/li>\n\n\n\n
  6. \u5bf9 2024 \u5e74\u7684\u9884\u6d4b<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n

    Industry \u8fdb\u5c55\u603b\u7ed3<\/h2>\n\n\n\n
      \n
    • NVIDIA \u8fc5\u901f\u7a81\u7834\u4e86\u5e02\u503c 1 \u4e07\u4ebf\u7f8e\u5143\u7684\u4ff1\u4e50\u90e8\uff0c\u5176 GPU \u4ea7\u54c1\u53d7\u5230\u56fd\u5bb6\u3001\u521d\u521b\u4f01\u4e1a\u3001\u5927\u578b\u79d1\u6280\u516c\u53f8\u548c\u7814\u7a76\u4eba\u5458\u7684\u70ed\u5207\u9700\u6c42\u3002<\/li>\n\n\n\n
    • \u51fa\u53e3\u7ba1\u5236\u9650\u5236\u4e86\u5411\u4e2d\u56fd\u51fa\u552e\u5148\u8fdb\u82af\u7247\uff0c\u4f46\u4e3b\u8981\u82af\u7247\u4f9b\u5e94\u5546\u63a8\u51fa\u4e86\u514d\u53d7\u51fa\u53e3\u7ba1\u5236\u5f71\u54cd\u7684\u66ff\u4ee3\u4ea7\u54c1\u3002<\/li>\n\n\n\n
    • \u5728 ChatGPT \u7b49\u9886\u5bfc\u4e0b\uff0cGenAI \u5e94\u7528\u5728\u56fe\u50cf\u3001\u89c6\u9891\u3001\u7f16\u7801\u3001\u8bed\u97f3\u4ee5\u53ca CoPilots \u7b49\u9886\u57df\u8fce\u6765\u4e86\u7a81\u7834\u6027\u7684\u4e00\u5e74\uff0c\u63a8\u52a8\u4e86 180 \u4ebf\u7f8e\u5143\u7684\u98ce\u9669\u6295\u8d44\u548c\u4f01\u4e1a\u6295\u8d44\u3002<\/li>\n<\/ul>\n\n\n\n

      \u7b97\u529b\u6210\u4e3a\u65b0\u7684\u77f3\u6cb9<\/h2>\n\n\n\n
      \n

      GPU demand sees NVIDIA print blowout earnings as it enters the $1T market cap club<\/p>\n<\/blockquote>\n\n\n\n

      \u622a\u81f3 2023 \u5e74\u7b2c\u4e8c\u5b63\u5ea6\uff0cNVIDIA \u6570\u636e\u4e2d\u5fc3\u7684\u6536\u5165\u521b\u4e0b\u4e86\u521b\u7eaa\u5f55\u7684 103.2 \u4ebf\u7f8e\u5143\uff0c\u6bd4 2023 \u5e74\u7b2c\u4e00\u5b63\u5ea6\u589e\u957f\u4e86 141%\uff0c\u6bd4\u4e00\u5e74\u524d\u589e\u957f\u4e86 171%[3]<\/sup>\u3002\u867d\u7136 2022 \u5e74\u5ea6\u6536\u5165\u8fbe\u5230 270 \u4ebf\u7f8e\u5143\uff0c\u8f83 2021 \u5e74\u589e\u957f\u4e86 61.4%\uff0c\u4f46\u8be5\u80a1\u7968\u5728 2022 \u5e74\u8868\u73b0\u75b2\u8f6f[4]<\/sup>\u3002\u800c\u5728 2023 \u5e74\u82f1\u4f1f\u8fbe\uff08NVIDIA\uff09\u7684\u5e02\u503c\u73b0\u5728\u8fbe\u5230 1.1 \u4e07\u4ebf\u7f8e\u5143\uff0c\u76f8\u6bd4 10 \u5e74\u524d\u7684 85 \u4ebf\u7f8e\u5143\u589e\u957f\u4e86 130 \u500d\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n
      \n

      Selling faster than Coachella: GPUs snapped up from upstart infra providers<\/p>\n<\/blockquote>\n\n\n\n

      CoreWeave\u3001Lambda \u548c Crusoe Cloud \u662f NVIDIA \u9009\u62e9\u7684\u5408\u4f5c\u4f19\u4f34\uff0c\u5b83\u4eec\u6784\u5efa\u548c\u8fd0\u8425 GPU \u6570\u636e\u4e2d\u5fc3\uff0c\u603b\u5171\u62e5\u6709\u6570\u4ee5\u4e07\u8ba1\u7684 GPU\u3002Lambda \u5728\u5176\u6309\u9700\u4e91\u4e2d\u63d0\u4f9b\u4e86\u4ef7\u503c 9 \u4f4d\u6570\u7f8e\u5143\u7684 H100 GPU\uff0c\u5e76\u5728\u4e00\u4e2a\u591a\u5c0f\u65f6\u5185\u552e\u7f44\u3002CoreWeave \u662f\u5e02\u573a\u4e0a\u89c4\u6a21\u6700\u5927\u7684 GPU \u8fd0\u8425\u5546\u4e4b\u4e00\uff0c\u89c4\u6a21\u4e0e\u51e0\u4e2a\u8d85\u5927\u89c4\u6a21\u8fd0\u8425\u5546\u76f8\u5f53[5]<\/sup>\u3002\u8be5\u516c\u53f8\u7684\u5efa\u8bbe\u8ba1\u5212\u5df2\u7ecf\u9884\u8ba2\u6ee1\u4e86\uff0c\u76f4\u5230\u5e74\u5e95\uff0c\u4ed6\u4eec\u6b63\u5728\u7b7e\u8ba2 2024 \u5e74\u7b2c\u4e00\u5b63\u5ea6\u7684\u5408\u540c\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n
      \n

      Private companies are shoring up NVIDIA GPUs and wielding them as a competitive edge[6]<\/sup>[7]<\/sup>[8]<\/sup>[9]<\/sup><\/p>\n<\/blockquote>\n\n\n\n

      \"\"<\/figure>\n\n\n\n
      \n

      Footballers<\/s> Compute is the new oil in Gulf States? [10]<\/sup><\/p>\n<\/blockquote>\n\n\n\n

      \u636e\u79f0\uff0c\u6c99\u7279\u963f\u62c9\u4f2f\u56fd\u738b\u963f\u535c\u675c\u62c9\u56fd\u738b\u79d1\u6280\u5927\u5b66\uff08KAUST\uff09\u5df2\u7ecf\u8d2d\u4e70\u4e86\u8d85\u8fc7 3,000 \u679a H100 GPU\uff0c\u7528\u4e8e\u6784\u5efa\u540d\u4e3a Shaheen III \u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\uff0c\u8be5\u8ba1\u7b97\u673a\u9884\u8ba1\u5c06\u4e8e 2023 \u5e74\u5e95\u6295\u5165\u8fd0\u884c\u3002\u8be5\u5927\u5b66\u4ee5\u7814\u7a76 LLM \u4e3a\u4e3b\uff0c\u5176\u7814\u7a76\u4eba\u5458\u4e3b\u8981\u662f\u4e2d\u56fd\u56fd\u7c4d\uff0c\u56e0\u4e3a\u4ed6\u4eec\u6240\u5728\u7684\u5927\u5b66\u53d7\u5230\u9650\u5236\uff0c\u65e0\u6cd5\u8fdb\u5165\u7f8e\u56fd<\/strong>\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u963f\u8054\u914b\u9a6c\u65af\u8fbe\u5c14\u57ce\u7684\u6280\u672f\u521b\u65b0\u7814\u7a76\u6240\uff08Technology Innovation Institute\uff09\u5f00\u53d1\u7684 Falcon<\/strong> LLM \u636e\u79f0\u4e5f\u6b63\u5728\u4ece NVIDIA \u91c7\u8d2d\u8ba1\u7b97\u8d44\u6e90\u3002\u6700\u540e\uff0c\u603b\u90e8\u4f4d\u4e8e\u963f\u5e03\u624e\u6bd4\u7684 G42 \u4e0e\u7f8e\u56fd\u7684 Cerebras \u8fbe\u6210\u4ea4\u6613\uff0c\u4ee5\u91c7\u8d2d\u4ef7\u503c\u9ad8\u8fbe 9 \u4ebf\u7f8e\u5143\u7684\u516c\u53f8\u7845\u7247\u7ea7\u8ba1\u7b97\u7cfb\u7edf\uff0c\u5e76\u6784\u5efa 9 \u53f0\u76f8\u4e92\u8fde\u63a5\u7684\u4eba\u5de5\u667a\u80fd\u8d85\u7ea7\u8ba1\u7b97\u673a<\/strong>[11]<\/sup>\u3002\u9884\u8ba1\u8fd8\u4f1a\u6709\u66f4\u591a\u7684\u652f\u51fa\u3002<\/p>\n\n\n

      \n
      \"\"<\/figure><\/div>\n\n\n
      \n

      Compute Index: NVIDIA A100 clusters<\/p>\n<\/blockquote>\n\n\n\n

      \u81ea\u53bb\u5e74\u4ee5\u6765\uff0c\u5927\u89c4\u6a21\u7684 NVIDIA A100 GPU \u96c6\u7fa4\u6570\u91cf\u589e\u957f\u4e86\uff0c\u7279\u522b\u662f\u5728\u7279\u65af\u62c9\uff08Tesla\uff09\u548c Stability \u516c\u53f8\uff0c\u4ee5\u53ca Hugging Face \u65b0\u7684\u96c6\u7fa4\u4e0a\u3002<\/p>\n\n\n

      \n
      \"\"<\/figure><\/div>\n\n\n
      \n

      Compute Index: NVIDIA H100 clusters<\/p>\n<\/blockquote>\n\n\n\n

      \u5728\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u65b9\u9762\uff0c\u79c1\u8425\u548c\u516c\u6709\u4e91\u516c\u53f8\u6b63\u5728\u5ba3\u5e03\u65b0\u7684 H100 \u57fa\u7840\u8bbe\u65bd\uff0c\u5c3d\u7ba1\u73b0\u5728\u8fd8\u5904\u4e8e\u65e9\u671f\u9636\u6bb5[12]<\/sup>[13]<\/sup>[14]<\/sup>\u3002\u622a\u81f3\u76ee\u524d\uff0c\u8c37\u6b4c\u548c Inflection \u516c\u53f8\u5c1a\u672a\u8fbe\u5230\u5168\u9762\u89c4\u6a21\uff0c\u6211\u4eec\u4e86\u89e3\u5230\u5176\u4ed6\u516c\u53f8\uff0c\u5305\u62ec OpenAI\u3001Anthropic\u3001Meta\u3001Character.ai\u3001Adept\u3001Imbue \u7b49\uff0c\u90fd\u5177\u5907\u76f8\u5f53\u7684\u80fd\u529b\u3002\u6211\u4eec\u9884\u8ba1\u4f1a\u6709\u66f4\u591a\u516c\u53f8\u5f88\u5feb\u4e0a\u7ebf<\/strong>\u3002<\/p>\n\n\n

      \n
      \"\"<\/figure><\/div>\n\n\n
      \n

      NVIDIA chips are used 19x more in AI research papers than all alternative chips combined<\/p>\n<\/blockquote>\n\n\n\n

      \u5728\u53bb\u5e74\u7684\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u5f00\u59cb\u8ffd\u8e2a\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8bba\u6587\u4e2d\u7279\u5b9a\u534a\u5bfc\u4f53\u7684\u5229\u7528\u60c5\u51b5\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u4e0e\u5176\u4ed6\u66ff\u4ee3\u54c1\u76f8\u6bd4\uff0cNVIDIA \u82af\u7247\u7684\u5f15\u7528\u6b21\u6570\u8981\u591a\u5f97\u591a\u3002\u5728 2023 \u5e74\uff0cNVIDIA \u7684\u53d7\u6b22\u8fce\u7a0b\u5ea6\u66f4\u9ad8\uff1a\u4e0e FPGA \u76f8\u6bd4\u9ad8\u51fa 31 \u500d\uff0c\u4e0e TPU \u76f8\u6bd4\u9ad8\u51fa 150 \u500d\u3002<\/p>\n\n\n

      \n
      \"\"<\/figure><\/div>\n\n\n
      \n

      NVIDIA chips have remarkably long lifetime value: 5 years from launch to peak popularity<\/strong><\/p>\n<\/blockquote>\n\n\n\n

      \u5728 2023 \u5e74\uff0c\u6240\u6709\u76ee\u5149\u90fd\u805a\u7126\u5728 NVIDIA \u7684\u65b0\u4e00\u4ee3 H100 GPU \u4e0a\uff0c\u8fd9\u662f A100 \u7684\u66f4\u5f3a\u5927\u7ee7\u4efb\u8005\u3002\u5c3d\u7ba1 H100 \u96c6\u7fa4\u6b63\u5728\u5efa\u8bbe\u4e2d\uff08\u4e0d\u662f\u6ca1\u6709\u95ee\u9898\uff09\uff0c\u7814\u7a76\u4eba\u5458\u4ecd\u7136\u4f9d\u8d56\u4e8e V100\u3001A100 \u548c RTX 3090\u3002\u5f15\u4eba\u6ce8\u76ee\u7684\u662f\uff0cNVIDIA \u4ea7\u54c1\u5177\u6709\u76f8\u5f53\u957f\u4e45\u7684\u7ade\u4e89\u529b\uff1a2017 \u5e74\u53d1\u5e03\u7684 V100 \u4ecd\u7136\u662f\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\u6700\u5e38\u7528\u7684\u82af\u7247\u3002\u8fd9\u8868\u660e 2020 \u5e74\u53d1\u5e03\u7684 A100 \u53ef\u80fd\u5728 2026 \u5e74\u8fbe\u5230\u5cf0\u503c\uff0c\u800c V100 \u5219\u53ef\u80fd\u5904\u4e8e\u4f4e\u8c37\u671f\u3002\u56e0\u6b64\uff0c\u65b0\u7684 H100 \u53ef\u80fd\u4f1a\u4e00\u76f4\u966a\u4f34\u6211\u4eec\uff0c\u76f4\u5230\u4e0b\u4e00\u4e2a\u5341\u5e74\u3002<\/p>\n\n\n\n

      \n
      \"\"<\/figure><\/div><\/figure>\n\n\n\n
      \n

      While NVIDIA is king, Cerebras ramps amongst the challenger crop<\/p>\n<\/blockquote>\n\n\n\n

      Cerebras\uff0c\u521b\u9020\u4e86\u4e16\u754c\u4e0a\u6700\u5927\u7684\u4eba\u5de5\u667a\u80fd\u82af\u7247\uff0c\u53c2\u4e0e\u4e86\u51e0\u4e2a\u5f00\u6e90\u6a21\u578b\u8bad\u7ec3\u548c\u6570\u636e\u96c6\u521b\u5efa\u9879\u76ee\uff0c\u8fd9\u5e2e\u52a9\u5176\u5728\u7814\u7a76\u4eba\u5458\u4e2d\u53d6\u5f97\u4e86\u7ade\u4e89\u5bf9\u624b\u4e4b\u95f4\u7684\u4f18\u52bf\u3002\u603b\u4f53\u800c\u8a00\uff0cNVIDIA \u7684\u7ade\u4e89\u5bf9\u624b\u4ecd\u7136\u9762\u4e34\u8270\u5de8\u7684\u6311\u6218\u3002<\/p>\n\n\n

      \n
      \"\"<\/figure><\/div>\n\n\n
      \n

      Hyperscalers scale their spending on AI as a % of total capex<\/p>\n<\/blockquote>\n\n\n\n

      \u8d85\u5927\u89c4\u6a21\u8fd0\u8425\u5546\u5c06\u8fdb\u4e00\u6b65\u589e\u52a0\u4eba\u5de5\u667a\u80fd\u652f\u51fa\u5360\u603b\u8d44\u672c\u652f\u51fa\u7684\u6bd4\u4f8b[15]<\/sup>\u3002\u540c\u65f6\uff0c\u6709\u4f20\u8a00\u79f0 NVIDIA \u5c06\u5728 2024 \u5e74\u53d1\u8d27 150 \u4e07\u81f3 200 \u4e07\u679a H100 GPU\uff0c\u800c\u4eca\u5e74\u7684\u9884\u671f\u6570\u91cf\u4e3a 50 \u4e07\u679a\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n
      \n

      Tesla marches towards a Top-5 largest compute cluster for AI in the world[16]<\/sup><\/p>\n<\/blockquote>\n\n\n\n

      \u6839\u636e\u6211\u4eec 2022 \u5e74\u7684\u8ba1\u7b97\u6307\u6570\uff0c\u7279\u65af\u62c9\u5728 A100 GPU \u6570\u91cf\u4e0a\u6392\u540d\u7b2c\u56db\u3002\u622a\u81f3 2023 \u5e74\u590f\u5b63\uff0c\u8be5\u516c\u53f8\u4e0a\u7ebf\u4e86\u4e00\u4e2a\u65b0\u7684\u62e5\u6709 10,000 \u4e2a H100 GPU \u7684\u96c6\u7fa4\uff0c\u4f7f\u5176\u6210\u4e3a\u8fc4\u4eca\u4e3a\u6b62\u89c4\u6a21\u6700\u5927\u7684\u5728\u7ebf\u96c6\u7fa4\u4e4b\u4e00\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n
      \n

      More hyperscalers develop their own inference hardware for internal AI workfloads<\/p>\n<\/blockquote>\n\n\n\n

      Meta \u5ba3\u5e03\u63a8\u51fa MTIA\uff0c\u8fd9\u662f\u8be5\u516c\u53f8\u57fa\u4e8e\u5f00\u6e90 RISC-V \u67b6\u6784\u7684\u9996\u4e2a\u5185\u90e8\u52a0\u901f\u5668\uff0c\u65e8\u5728\u6ee1\u8db3\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u63a8\u8350\u6a21\u578b\u7684\u9700\u6c42[17]<\/sup>\u3002\u8fd9\u662f\u7531\u4e8e\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72\u7684\u6a21\u578b\u89c4\u6a21\u548c\u590d\u6742\u6027\u8d8a\u6765\u8d8a\u5927\uff0c\u800c GPU \u6240\u63d0\u4f9b\u7684\u63a8\u7406\u901f\u5ea6\u8f83\u6162\u6240\u63a8\u52a8\u7684\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n
      \n
      \"\"<\/figure><\/div>\n\n\n
      \n

      NVIDIA, Intel and AMD make Chinese-export controls proof chips<\/p>\n<\/blockquote>\n\n\n\n

      \u6839\u636e NVIDIA \u7684\u9996\u5e2d\u8d22\u52a1\u5b98\u6240\u8bf4\uff0c\u4e2d\u56fd\u5386\u6765\u5360\u636e\u4e86 NVIDIA \u6570\u636e\u4e2d\u5fc3\u4ea7\u54c1\u6536\u5165\u7684 20-25%[18]<\/sup>\u3002\u56e0\u6b64\uff0c\u968f\u7740\u7f8e\u56fd\u5546\u52a1\u90e8\u5bf9\u4eba\u5de5\u667a\u80fd\u82af\u7247\u7684\u51fa\u53e3\u7ba1\u5236\u65e5\u76ca\u4e25\u683c[19]<\/sup>\uff0cNVIDIA\uff08\u4ee5\u53ca\u5176\u7ade\u4e89\u5bf9\u624b\uff09\u5f00\u53d1\u4e86\u521a\u597d\u4f4e\u4e8e\u51fa\u53e3\u9650\u5236\u7684\u82af\u7247\u3002<\/p>\n\n\n\n

        \n
      • 2022 \u5e74 8 \u6708\u5e95\uff0cNVIDIA \u7684 A100 \u548c H100\uff0c\u5b83\u4eec\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u6700\u5f3a\u5927\u82af\u7247\uff0c\u88ab\u5217\u5165\u7f8e\u56fd\u5546\u52a1\u90e8\u7684\u51fa\u53e3\u7ba1\u5236\u540d\u5355\uff0c\u4e2d\u56fd\u4f01\u4e1a\u65e0\u6cd5\u83b7\u5f97\u8fd9\u4e9b\u82af\u7247[20]<\/sup>\u3002\u5230 11 \u6708\uff0cNVIDIA \u5df2\u7ecf\u5f00\u59cb\u63a8\u5e7f A800 \u548c H800 \u82af\u7247\uff0c\u8fd9\u4e9b\u82af\u7247\u7684\u6027\u80fd\u4f4e\u4e8e\u7f8e\u56fd\u7981\u4ee4\u8bbe\u5b9a\u7684\u9608\u503c\u3002<\/li>\n\n\n\n
      • \u82f1\u7279\u5c14\u4e5f\u91c7\u53d6\u4e86\u7c7b\u4f3c\u7684\u505a\u6cd5\uff0c\u63a8\u51fa\u4e86\u54c8\u5df4\u7eb3 Gaudi 2 \u82af\u7247\u7684\u65b0\u7248\u672c\uff0cAMD \u4e5f\u8868\u8fbe\u4e86\u7c7b\u4f3c\u7684\u610f\u56fe\u3002<\/li>\n\n\n\n
      • \u56e0\u6b64\uff0c\u50cf\u5b57\u8282\u8df3\u52a8\u548c\u767e\u5ea6\u8fd9\u6837\u7684\u516c\u53f8\u5df2\u7ecf\u8ba2\u8d2d\u4e86\u4ef7\u503c\u8d85\u8fc7 10 \u4ebf\u7f8e\u5143\u7684 A800\/H800 NVIDIA GPU\u3002\u8fd8\u6709\u62a5\u9053\u79f0\u4e2d\u56fd\u5883\u5185 A100\/H100 GPU \u7684\u4f7f\u7528\u91cf\u6709\u6240\u589e\u52a0\uff0c\u4f46\u89c4\u6a21\u8981\u5c0f\u5f97\u591a\u3002<\/li>\n<\/ul>\n\n\n\n
        \"\"<\/figure>\n\n\n\n
        \n

        Softbank re-lists Arm on the NASDAQ after its sale to NVIDIA was blocked \u5728 NVIDIA \u7684\u6536\u8d2d\u8ba1\u5212\u88ab\u963b\u6b62\u540e\uff0cSoftbank \u5c06 Arm \u91cd\u65b0\u5217\u5165\u7eb3\u65af\u8fbe\u514b\u4ea4\u6613\u6240\u3002<\/p>\n<\/blockquote>\n\n\n\n

        \u65e9\u5728 2020 \u5e74\uff0c\u6211\u4eec\u5c31\u9884\u6d4b\u5230 NVIDIA \u5c06\u65e0\u6cd5\u5b8c\u6210\u5bf9 Arm \u7684\u6536\u8d2d\u3002\u4eca\u5e74 9 \u6708\uff0cArm \u91cd\u65b0\u5728\u7eb3\u65af\u8fbe\u514b\u4e0a\u5e02\uff0c\u5f00\u76d8\u65f6\u4f30\u503c\u8fbe\u5230 600 \u4ebf\u7f8e\u5143[21]<\/sup>\u3002<\/p>\n\n\n\n

          \n
        • \u4f5c\u4e3a\u652f\u6301\u5168\u7403 99%\u667a\u80fd\u624b\u673a\u82af\u7247\u7684 IP \u63d0\u4f9b\u5546\uff0cArm \u6b63\u5728\u52aa\u529b\u5c06\u81ea\u5df1\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u4eba\u5de5\u667a\u80fd\u5e02\u573a\u7684\u53c2\u4e0e\u8005\u3002\u5b83\u4e0e\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u516c\u53f8 Cruise \u548c NVIDIA \u5408\u4f5c\u5f00\u53d1 Grace Hopper \u82af\u7247\uff08\u5176\u4e2d Arm \u7684\u6280\u672f\u5728\u652f\u6301\u89d2\u8272\u4e2d\u53d1\u6325\u4f5c\u7528\uff09\u3002<\/li>\n\n\n\n
        • \u7136\u800c\uff0c\u524d\u65b9\u5e76\u975e\u4e00\u5e06\u98ce\u987a\u3002\u8fc7\u53bb\u4e00\u8d22\u5e74\u7684\u6536\u5165\u4fdd\u6301\u5e73\u7a33\uff0c\u5176\u4e2d 25%\u6765\u81ea Arm \u4e2d\u56fd\uff0c\u8fd9\u662f\u9500\u552e\u5230\u4e2d\u56fd\u5e02\u573a\u6240\u9700\u7684\u72ec\u7acb\u5b50\u516c\u53f8\u3002\u8003\u8651\u5230 Arm \u5728\u5e02\u573a\u4efd\u989d\u4e0a\u7684\u5de8\u5927\u4f18\u52bf\uff0c\u5b83\u6709\u53ef\u80fd\u63d0\u9ad8\u6bcf\u4e2a\u8bbe\u5907\u7684\u4f4e\u7248\u7a0e\u7387\uff0c\u4f46\u9700\u8981\u5728\u6b64\u4e0e RISC-V \u7b49\u5f00\u6e90\u66ff\u4ee3\u67b6\u6784\u7684\u589e\u957f\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/li>\n\n\n\n
        • \u7531\u4e8e Arm \u672c\u8eab\u4e0d\u9500\u552e\u7269\u7406\u82af\u7247\uff0c\u8fc4\u4eca\u4e3a\u6b62\u5b83\u6210\u529f\u5730\u907f\u514d\u4e86\u5236\u88c1\u7684\u5f71\u54cd\u3002\u7136\u800c\uff0c\u968f\u7740\u7f8e\u4e2d\u82af\u7247\u6218\u5347\u7ea7\uff0c\u65e0\u6cd5\u4fdd\u8bc1\u8fd9\u79cd\u60c5\u51b5\u4f1a\u6301\u7eed\u4e0b\u53bb\u3002<\/li>\n<\/ul>\n\n\n\n
          \"\"<\/figure>\n\n\n\n

          GenAI \u5e94\u7528<\/h2>\n\n\n\n
          \n

          2022 Prediction: Generative AI applications grow in popularity<\/p>\n<\/blockquote>\n\n\n\n

          \u5728 2022 \u5e74\uff0c\u6211\u4eec\u66fe\u9884\u6d4b\uff1a\u300c\u5230 2023 \u5e74 9 \u6708\uff0c\u5c06\u51fa\u73b0\u5438\u5f15\u8d85\u8fc7 10 \u4e07\u5f00\u53d1\u8005\u7684\u751f\u6210\u97f3\u9891\u5de5\u5177\u300d\u3002\u800c ElevenLabs\uff08\u82f1\u56fd\uff09\u548c Resemble AI\uff08\u7f8e\u56fd\uff09\u90fd\u8d85\u8fc7\u4e86\u8fd9\u4e00\u95e8\u69db[22]<\/sup>\u3002\u53e6\u4e00\u4e2a\u9886\u57df\uff0c\u4ea7\u54c1\u8bbe\u8ba1\uff0c\u6b63\u8fc5\u901f\u6574\u5408\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u4f7f\u5feb\u901f\u53d1\u5c55\u7684\u516c\u53f8\u5982 Uizard \u53d7\u76ca\u3002<\/p>\n\n\n\n

            \n
          • ElevenLabs \u73b0\u5728\u5df2\u62e5\u6709\u8d85\u8fc7 200 \u4e07\u6ce8\u518c\u7528\u6237\uff0c\u5e76\u4e14\u6b63\u5728\u5feb\u901f\u589e\u957f\u3002\u7b2c\u4e8c\u767e\u4e07\u7528\u6237\u7684\u589e\u957f\u8017\u65f6\u662f\u7b2c\u4e00\u767e\u4e07\u7528\u6237\u7684\u4e00\u534a\u3002\u7528\u6237\u7d2f\u8ba1\u4e0a\u4f20\u4e86\u8d85\u8fc7 10 \u5e74\u7684\u97f3\u9891\u5185\u5bb9\u3002\u8d77\u521d\u9762\u5411\u521b\u4f5c\u8005\u548c\u51fa\u7248\u5546\uff0cElevenLabs \u73b0\u5728\u6b63\u5728\u9002\u5e94\u4ece AI Agent\u3001\u4f34\u4fa3\u3001\u5a31\u4e50\u548c\u6e38\u620f\u7b49\u5404\u79cd\u7528\u4f8b\u3002<\/li>\n\n\n\n
          • \u7531 AI \u5de5\u5177\u9a71\u52a8\u7684\u4ea7\u54c1\u8bbe\u8ba1\u516c\u53f8 Uizard \u8868\u793a\uff0c\u622a\u81f3 2023 \u5e74 7 \u6708\uff0c\u5176\u5e74\u5ea6\u91cd\u590d\u6536\u5165\uff08ARR\uff09\u8fbe\u5230 320 \u4e07\u7f8e\u5143\uff0c\u540c\u6bd4\u589e\u957f 13 \u500d\u3002\u8be5\u516c\u53f8\u5728 4 \u6708\u4efd\u5b9e\u73b0\u4e86\u8d85\u8fc7 100 \u4e07\u7f8e\u5143\u7684\u5e74\u5ea6\u91cd\u590d\u6536\u5165\uff0c\u5e76\u5728 3 \u4e2a\u6708\u5185\u4ece 100 \u4e07\u7f8e\u5143\u589e\u957f\u5230 300 \u4e07\u7f8e\u5143\u3002<\/li>\n<\/ul>\n\n\n\n

            In-The-Loop<\/p>\n\n\n\n

            \u89c6\u9891\u9886\u57df\u4e5f\u662f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u5feb\u901f\u53d1\u5c55\u9886\u57df\u3002\u603b\u90e8\u4f4d\u4e8e\u4f26\u6566\u7684 Synthesia \u6210\u7acb\u4e8e 2017 \u5e74\uff0c\u4e8e 2020 \u5e74\u63a8\u51fa\u4e86\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u6838\u5fc3\u7684\u89c6\u9891\u521b\u4f5c\u5de5\u5177\u3002\u8be5\u7cfb\u7edf\u751f\u6210\u80fd\u591f\u7528\u4e8e\u6d88\u8d39\u8005\u548c\u4f01\u4e1a\u7684\u591a\u8bed\u8a00\u865a\u62df\u89d2\u8272\uff0c\u5e76\u6309\u7167\u811a\u672c\u6267\u884c\u52a8\u4f5c\u3002\u66fe\u88ab\u8ba4\u4e3a\u662f\u300c\u8fb9\u7f18\u5e94\u7528\u300d\u7684 Synthesia \u73b0\u5728\u88ab 44%\u7684 Fortune 100 \u5f3a\u4f01\u4e1a\u7528\u4e8e\u5b66\u4e60\u4e0e\u53d1\u5c55\u3001\u8425\u9500\u3001\u9500\u552e\u652f\u6301\u3001\u4fe1\u606f\u5b89\u5168\u548c\u5ba2\u6237\u670d\u52a1\u3002\u81ea 2020 \u5e74\u63a8\u51fa\u4ee5\u6765\uff0c\u5df2\u7ecf\u751f\u6210\u4e86\u8d85\u8fc7 960 \u4e07\u4e2a\u89c6\u9891\u3002<\/p>\n\n\n\n

            \"\"<\/figure>\n\n\n\n
            \n

            OpenAI\u2019s ChatGPT is one of the fastest growing internet products[23]<\/sup><\/p>\n<\/blockquote>\n\n\n\n

            \u5728\u7b79\u96c6 100 \u4ebf\u7f8e\u5143\u8d44\u91d1\u65f6\uff0cOpenAI \u63d0\u51fa\u7684\u6536\u5165\u9884\u6d4b\u906d\u5230\u4e86\u5f88\u591a\u6000\u7591\u3002\u7136\u800c\u4ec5\u4ec5 12 \u4e2a\u6708\u540e\uff0c\u5982\u4eca OpenAI \u6b63\u5728\u8fdc\u8fdc\u8d85\u8fc7\u5176\u76ee\u6807\u3002\u8fd9\u79cd\u60c5\u51b5\u4f1a\u6301\u7eed\u591a\u4e45\uff1f\u4ee5\u53ca\u4f1a\u4ed8\u51fa\u4ec0\u4e48\u4ee3\u4ef7\uff1f<\/p>\n\n\n\n

            \"\"<\/figure>\n\n\n\n
            \n

            Feeling the ChatGPT heat: education gets hit first and Chegg is fighting back<\/p>\n<\/blockquote>\n\n\n\n

            Chegg \u662f\u4e00\u5bb6\u5728\u7ebd\u7ea6\u8bc1\u5238\u4ea4\u6613\u6240\u4e0a\u5e02\u7684\u516c\u53f8\uff0c\u4e13\u6ce8\u4e8e\u6539\u5584\u5b66\u751f\u7684\u5b66\u4e60\u548c\u5b66\u4e1a\u6210\u679c\u3002\u7136\u800c\uff0cChatGPT \u7684\u63a8\u51fa\u5bf9\u8be5\u516c\u53f8\u9020\u6210\u4e86\u4e25\u91cd\u51b2\u51fb\u3002\u5728 2023 \u5e74 5 \u6708\uff0c\u8be5\u516c\u53f8\u8868\u793a\uff1a\u300c\u5728\u4eca\u5e74\u5e74\u521d\uff0c\u6211\u4eec\u5728\u65b0\u7528\u6237\u589e\u957f\u65b9\u9762\u6ca1\u6709\u770b\u5230 ChatGPT \u5bf9\u6211\u4eec\u7684\u660e\u663e\u5f71\u54cd\uff0c\u5e76\u4e14\u65b0\u6ce8\u518c\u7528\u6237\u7684\u9884\u671f\u4e5f\u5f97\u5230\u4e86\u6ee1\u8db3\u3002\u300d<\/p>\n\n\n\n

            \u7136\u800c\uff0c\u4ed8\u8d39\u4f7f\u7528 Chegg \u8fdb\u884c\u7ec3\u4e60\u8003\u8bd5\u548c\u83b7\u53d6\u4f5c\u4e1a\u53cd\u9988\u7684\u5b66\u751f\u8f6c\u800c\u4f7f\u7528 ChatGPT\u3002\u7ed3\u679c\uff0cChegg \u7684\u80a1\u4ef7\u66b4\u8dcc\u8d85\u8fc7 40%\u3002\u5728 Chegg \u4e8e 2023 \u5e74 8 \u6708\u7684\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u4e0a[24]<\/sup>\uff0c\u8be5\u516c\u53f8\u8868\u793a\uff1a\u300c\u6211\u4eec\u5df2\u7ecf\u8f6c\u53d8\u4e86\u516c\u53f8\u7684\u65b9\u5411\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u66f4\u597d\u5730\u670d\u52a1\u5b66\u4e60\u8005\u300d\u3002\u4ed6\u4eec\u6b63\u5728\u4e0e Scale AI \u5408\u4f5c\u5efa\u7acb\u5185\u90e8\u7684\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09[25]<\/sup>\u3002<\/p>\n\n\n

            \n
            \"\"<\/figure><\/div>\n\n
            \n
            \"\"<\/figure><\/div>\n\n\n
            \n

            Feeling the ChatGPT heat: coding is next\u2026and developers are loving it!<\/p>\n<\/blockquote>\n\n\n\n

            \u4f5c\u4e3a\u5f00\u53d1\u8005\u5728\u5bfb\u627e\u7f16\u7a0b\u95ee\u9898\u89e3\u51b3\u65b9\u6848\u65f6\u7684\u4e8b\u5b9e\u4e0a\uff08\u5728 AI \u51fa\u73b0\u4e4b\u524d\uff09\u7684\u9996\u9009\u6765\u6e90\uff0cStack Overflow \u5bf9\u7531 ChatGPT \u751f\u6210\u7684\u56de\u7b54\u5b9e\u65bd\u4e86\u7981\u4ee4\uff0c\u5e76\u56e0 ChatGPT \u7684\u53d7\u6b22\u8fce\u7a0b\u5ea6\u800c\u906d\u53d7\u4e86\u6d41\u91cf\u635f\u5931[26][27]<\/sup>\u3002<\/p>\n\n\n\n

            \"\"<\/figure>\n\n\n
            \n
            \"\"<\/figure><\/div>\n\n\n
            \n

            Results are in: GitHub CoPilot drives significant productivity gains for developers<\/p>\n<\/blockquote>\n\n\n\n

            \u5982\u679c\u6ce8\u5b9a\u4f1a\u53d1\u751f\uff0c\u5b83\u7ec8\u5c06\u4f1a\u53d1\u751f\uff08\u4e0d\u8bba\u9700\u8981\u591a\u957f\u65f6\u95f4\uff09\u3002GitHub \u7ec8\u4e8e\u63a8\u51fa\u4e86\u4ed6\u4eec\u7684\u7f16\u7801\u52a9\u624b CoPilot\uff0c\u5e76\u53d7\u5230\u4e86\u6781\u5176\u79ef\u6781\u7684\u53cd\u54cd[28]<\/sup>[29]<\/sup>\u3002\u8be5\u7cfb\u7edf\u4f7f\u7528\u4e86\u6570\u5341\u4ebf\u884c\u4ee3\u7801\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n

            In-The-Loop<\/p>\n\n\n\n

              \n
            • \u5728 2022 \u5e74 9 \u6708\uff0cGitHub \u5bf9 95 \u540d\u4e13\u4e1a\u5f00\u53d1\u8005\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u968f\u673a\u5c06\u4ed6\u4eec\u5206\u6210\u4e24\u7ec4\uff0c\u5e76\u8ba1\u65f6\u4ed6\u4eec\u7f16\u5199 JavaScript \u7684 HTTP \u670d\u52a1\u5668\u6240\u9700\u7684\u65f6\u95f4\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u751f\u4ea7\u529b\u663e\u8457\u63d0\u5347[30]<\/sup>\u3002<\/li>\n\n\n\n
            • \u5728 2023 \u5e74 6 \u6708\uff0cGitHub \u516c\u5e03\u4e86\u6765\u81ea 934,533 \u540d CoPilot \u7528\u6237\u7684\u6570\u636e\u3002\u6709\u8da3\u7684\u662f\uff0c\u7528\u6237\u719f\u6089\u8be5\u5de5\u5177\u4e4b\u524d\uff0c\u751f\u4ea7\u529b\u7565\u5fae\u4e0b\u964d\uff0c\u7136\u540e\u663e\u8457\u63d0\u9ad8\uff0c\u800c\u90a3\u4e9b\u7ecf\u9a8c\u8f83\u5c11\u7684\u7528\u6237\u83b7\u76ca\u6700\u591a\uff08\u751f\u4ea7\u529b\u63d0\u5347\u7ea6 32%\uff09[31]<\/sup>\u3002<\/li>\n<\/ul>\n\n\n\n
              \"\"<\/figure>\n\n\n\n
              \"\"<\/figure>\n\n\n\n
              \n

              ChatGPT drives productivity in (repetitive, boring?) writing<\/p>\n<\/blockquote>\n\n\n\n

              \u4e00\u9879\u65b0\u7684\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7814\u7a76\u652f\u6301\u4e86\u5e7f\u4e3a\u4eba\u77e5\u7684\u667a\u6167\uff1aChatGPT \u6709\u52a9\u4e8e\u5199\u4f5c\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5bf9\u4e8e”\u4e2d\u7ea7\u4e13\u4e1a\u5199\u4f5c”\uff0c\u7814\u7a76\u8868\u660e\uff0c\u4e0e\u5bf9\u7167\u7ec4\u76f8\u6bd4\uff0c\u4f7f\u7528 ChatGPT \u7684\u5de5\u4f5c\u8005\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u65f6\u95f4\u51cf\u5c11\u4e86 40%\uff0c\u8f93\u51fa\u8d28\u91cf\u63d0\u9ad8\u4e86 18%[32]<\/sup>\u3002<\/p>\n\n\n\n

              \"\"<\/figure>\n\n\n\n
              \n

              Certain less obvious GenAI use cases have also gained significant traction<\/p>\n<\/blockquote>\n\n\n\n

              \u6211\u4eec\u6ce8\u610f\u5230\u7528\u6237\u5bf9\u4e0e\u5b9a\u5236\u804a\u5929\u673a\u5668\u4eba\u8fdb\u884c\u4e92\u52a8\u7684\u6d53\u539a\u5174\u8da3\u3002A16z \u652f\u6301\u7684 Character.AI \u5728\u63a8\u51fa\u5176\u5e94\u7528\u7a0b\u5e8f\u4e4b\u524d\uff0c\u8fdb\u884c\u4e86 1.5 \u4ebf\u7f8e\u5143\u7684 A \u8f6e\u878d\u8d44\uff0c\u5e76\u62a5\u544a\u4e86\u5176\u7f51\u7ad9\u6bcf\u6708 2 \u4ebf\u6b21\u8bbf\u95ee\u91cf[33]<\/sup>\u3002\u5b83\u4eec\u7684\u7528\u9014\u5f88\u591a\u662f\u65e0\u5bb3\u7684[34]<\/sup>\uff0c\u4f8b\u5982\u7528\u4f5c\u8bed\u6cd5\u5de5\u5177\u6216\u8005\u5728\u540c\u4eba\u5c0f\u8bf4\u793e\u533a\u4e2d\u7684\u4f7f\u7528\uff0c\u4f46\u6211\u4eec\u4e5f\u770b\u5230\u4e86\u5546\u4e1a\u548c\u9053\u5fb7\u4e0a\u7684\u6311\u6218\u3002\u6709\u62a5\u9053\u79f0\u7528\u6237\u5bf9\u4ed6\u4eec\u7684\u804a\u5929\u673a\u5668\u4eba\u4ea7\u751f\u4e86\u60c5\u611f\u4f9d\u8d56\uff0c\u516c\u53f8\u5728\u660e\u786e\u5185\u5bb9\u7684\u53d7\u6b22\u8fce\u7a0b\u5ea6\u548c\u5bf9\u54c1\u724c\u7684\u5f71\u54cd\u4e4b\u95f4\u9762\u4e34\u7740\u6743\u8861\u56f0\u5883\uff0c\u8fd8\u6709\u4e00\u4e9b\u6781\u7aef\u5185\u5bb9\u7684\u6307\u8d23\u3002<\/strong><\/p>\n\n\n\n

              \"\"<\/figure>\n\n\n\n
              \"\"<\/figure>\n\n\n\n
              \"\"<\/figure>\n\n\n\n
              \"\"<\/figure>\n\n\n\n
              \n

              Text-to-image models: Competition intensifies and integrations abound<\/p>\n<\/blockquote>\n\n\n\n

              \u5728 2022 \u5e74\u53d1\u5e03\u4e86 Stable Diffusion \u540e\uff0cMidjourney[35]<\/sup> \u548c Stability[36]<\/sup> \u4ecd\u5728\u4e0d\u65ad\u6539\u8fdb\u5176\u6a21\u578b\uff0c\u7ee7\u7eed\u9886\u5148\u7ade\u4e89\u5bf9\u624b\u3002<\/p>\n\n\n\n

              \u867d\u7136\u5728\u6587\u672c\u5230\u56fe\u50cf\u9886\u57df\u53cd\u5e94\u4f3c\u4e4e\u8f83\u6162\uff0c\u4f46 OpenAI \u53d1\u5e03\u4e86\u8fc4\u4eca\u4e3a\u6b62\u6700\u597d\u7684\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b DALL-E 3[37]<\/sup>\u3002<\/p>\n\n\n\n

              \u540c\u65f6\uff0c\u8fd8\u6709\u65b0\u7684\u53c2\u4e0e\u8005\uff0c\u4f8b\u5982 Ideogram[38]<\/sup>\uff0c\u5176\u521b\u59cb\u4eba\u662f Google \u7684 Imagen \u521b\u5efa\u8005\uff0c\u4ed6\u4eec\u7684\u6a21\u578b\u5177\u6709\u62fc\u5b57\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

              \u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u770b\u5230\u4e86\u65e0\u6570\u7684\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b\u4e0e\u6d41\u884c\u4ea7\u54c1\u7684\u6574\u5408\uff0c\u5c24\u5176\u662f\u5728 Adobe \u7684 Firefly[39]<\/sup>\u3001Photoroom \u751a\u81f3 Discord \u4e0a\u3002<\/p>\n\n\n\n

              Midjourney \u7684\u6536\u5165\u5728 2022 \u5e74 3 \u6708\u5df2\u7ecf\u8fbe\u5230\u4e86\u6bcf\u6708 100 \u4e07\u7f8e\u5143\uff0c\u9884\u8ba1\u5c06\u5728 2023 \u5e74\u8fbe\u5230 2 \u4ebf\u7f8e\u5143\u7684\u5e74\u6536\u5165[40]<\/sup>\u3002\u5176\u7528\u6237\u6570\u91cf\u4ece\u53bb\u5e74\u540c\u671f\u7684 200 \u4e07\u589e\u957f\u5230 1480 \u4e07\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cMidjourney \u5df2\u7ecf\u4e0e Discord \u6574\u5408\uff0c\u7528\u6237\u53ef\u4ee5\u5728 Discord \u670d\u52a1\u5668\u4e0a\u751f\u6210\u56fe\u50cf\u3002\u636e Discord \u79f0\uff0c\u6bcf\u4e2a\u6708\u6709\u8d85\u8fc7 3000 \u4e07\u4eba\u5728\u5176\u670d\u52a1\u5668\u4e0a\u4f7f\u7528 AI \u5e94\u7528\u7a0b\u5e8f\uff0c\u521b\u9020\u8d85\u8fc7 10 \u4ebf\u4e2a\u72ec\u7279\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n

              \u6cd5\u56fd\u521d\u521b\u516c\u53f8 Photoroom \u662f\u4e00\u5bb6\u4e13\u6ce8\u4e8e\u7167\u7247\u7f16\u8f91\u7684\u516c\u53f8\uff0c\u8be5\u516c\u53f8\u8868\u793a\uff0c\u81ea\u4ece\u5728\u4e8c\u6708\u5f15\u5165\u751f\u6210\u5f0f AI \u4ee5\u6765\uff0c\u516c\u53f8\u7684\u6536\u5165\u548c\u7528\u6237\u6570\u91cf\u5728\u8fc7\u53bb 6 \u4e2a\u6708\u7ffb\u4e86\u4e00\u756a\u3002<\/p>\n\n\n

              \n
              \"\"
              Stability\u2019s SDXL<\/figcaption><\/figure><\/div>\n\n
              \n
              \"\"
              OpenAI DALL-E 3<\/figcaption><\/figure><\/div>\n\n
              \n
              \"\"
              Ideogram v0.1<\/figcaption><\/figure><\/div>\n\n
              \n
              \"\"
              Midjourney v5.2<\/figcaption><\/figure><\/div>\n\n\n
              \n

              But GenAI\u2019s wow effect is (so far) insufficient for users to stick around\u2026<\/p>\n<\/blockquote>\n\n\n\n

              \u4f46\u662f\u5230\u76ee\u524d\u4e3a\u6b62\uff0cGenAI \u7684\u60ca\u8273\u6548\u679c\u8fd8\u4e0d\u8db3\u4ee5\u5438\u5f15\u7528\u6237\u7559\u4e0b\u6765… \u4e0e YouTube\u3001Instagram\u3001TikTok \u6216 WhatsApp \u7b49\u6700\u53d7\u6b22\u8fce\u7684\u73b0\u6709\u5e94\u7528\u76f8\u6bd4\uff0cChatGPT\u3001Runway \u6216 Character.ai \u7b49 GenAI \u5e94\u7528\u7684\u4e2d\u4f4d\u6570\u7528\u6237\u7559\u5b58\u7387\u548c\u6bcf\u65e5\u6d3b\u8dc3\u7528\u6237\u6570\u8f83\u4f4e<\/strong>[41]<\/sup>\u3002<\/p>\n\n\n

              \n
              \"\"<\/figure><\/div>\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n

              GenAI \u4e0e\u7248\u6743\u4e89\u8bae<\/h2>\n\n\n\n
              \n

              2022 Prediction: A major user generated content site negotiates a commercial settlement with a start-up producing AI models (e.g. OpenAI) for training on their corpus<\/p>\n<\/blockquote>\n\n\n\n

              \u5728 2022 \u5e74 10 \u6708\uff0c\u9886\u5148\u7684\u591a\u5a92\u4f53\u5e93\u63d0\u4f9b\u5546 Shutterstock \u5ba3\u5e03\u5c06\u4e0e OpenAI \u5408\u4f5c\uff0c\u5728\u5176\u5e73\u53f0\u4e0a\u5f15\u5165\u57fa\u4e8e DALL\u00b7E \u7684\u5185\u5bb9[42]<\/sup>\u3002\u7136\u540e\u5728 2023 \u5e74 7 \u6708\uff0c\u4e24\u5bb6\u516c\u53f8\u7b7e\u7f72\u4e86\u4e00\u9879\u4e3a\u671f 6 \u5e74\u7684\u5185\u5bb9\u8bb8\u53ef\u534f\u8bae[43]<\/sup>\uff0c\u4f7f OpenAI \u53ef\u4ee5\u8bbf\u95ee Shutterstock \u7684\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u4e50\u5e93\u4ee5\u53ca\u76f8\u5173\u5143\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002\u6b64\u5916\uff0cShutterstock \u5c06\u4e3a\u5176\u5ba2\u6237\u63d0\u4f9b AI \u56fe\u50cf\u521b\u5efa\u7684\u8d54\u507f[44]<\/sup>\u3002\u8be5\u516c\u53f8\u8fd8\u4e0e Meta \u7b7e\u8ba2\u4e86\u5185\u5bb9\u8bb8\u53ef\u534f\u8bae\uff0c\u652f\u6301 GenAI[45]<\/sup>\u3002<\/p>\n\n\n\n

              \u8fd9\u79cd\u652f\u6301 GenAI \u7684\u7acb\u573a\u4e0e Shutterstock \u7684\u7ade\u4e89\u5bf9\u624b Getty Images \u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4[46]<\/sup>\uff0c\u540e\u8005\u5bf9 GenAI \u6301\u5f3a\u70c8\u53cd\u5bf9\u6001\u5ea6\uff0c\u5982\u5176\u5bf9 Stability AI \u4e8e 2023 \u5e74 2 \u6708\u63d0\u8d77\u7684\u4fb5\u6743\u8bc9\u8bbc\u6240\u793a[47]<\/sup>\u3002<\/p>\n\n\n

              \n
              \"\"<\/figure><\/div>\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n

              \u5728 2023 \u5e74 7 \u6708\uff0cOpenAI \u548c\u7f8e\u8054\u793e\uff08AP\uff09\u7b7e\u8ba2\u4e86\u4e00\u9879\u8bb8\u53ef\u534f\u8bae[48]<\/sup>[49]<\/sup>\uff0c\u90e8\u5206\u83b7\u53d6\u7f8e\u8054\u793e\u81ea 1985 \u5e74\u4ee5\u6765\u7684\u65b0\u95fb\u62a5\u9053\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u7f8e\u8054\u793e\u5c06\u83b7\u5f97 OpenAI \u7684\u6280\u672f\u548c\u4ea7\u54c1\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4ee5\u63a2\u7d22\u751f\u6210\u5e94\u7528\u3002\u867d\u7136\u7f8e\u8054\u793e\u5728\u751f\u4ea7\u73af\u5883\u8fd8\u6ca1\u6709\u4f7f\u7528\u57fa\u4e8e LLM \u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f46\u5b83\u5df2\u7ecf\u5229\u7528 AI \u7cfb\u7edf\u521b\u5efa\u81ea\u52a8\u5316\u7684\u516c\u53f8\u76c8\u5229\u548c\u4f53\u80b2\u8d5b\u4e8b\u6458\u8981\u3002<\/p>\n\n\n

              \n
              \"\"<\/figure><\/div>\n\n\n
              \n

              US Courts set precedent for AI-generated content being unsuitable for copyright protection, but then another on fair use<\/p>\n<\/blockquote>\n\n\n\n

              \u7f8e\u56fd\u6cd5\u9662\u4e3a AI \u751f\u6210\u7684\u5185\u5bb9\u662f\u5426\u9002\u5408\u83b7\u5f97\u7248\u6743\u4fdd\u62a4\u8bbe\u7acb\u4e86\u5148\u4f8b\uff0c\u4f46\u540c\u65f6\u4e5f\u5c31\u516c\u5e73\u4f7f\u7528\u63d0\u51fa\u4e86\u53e6\u4e00\u79cd\u89c2\u70b9[50]<\/sup>[51]<\/sup>[52]<\/sup>\u3002<\/p>\n\n\n\n

              \u7f8e\u56fd\u54e5\u4f26\u6bd4\u4e9a\u7279\u533a\u8054\u90a6\u5730\u533a\u6cd5\u9662\u91cd\u7533\u4e86\u957f\u671f\u4ee5\u6765\u7684\u539f\u5219\uff0c\u5373\u7248\u6743\u4fdd\u62a4\u9700\u8981\u4eba\u7c7b\u4f5c\u8005<\/strong>\u3002\u867d\u7136\u53ef\u80fd\u4f1a\u63d0\u8d77\u4e0a\u8bc9\uff0c\u4f46\u91cd\u8981\u7684\u5148\u4f8b\u73b0\u5728\u53ef\u80fd\u5df2\u7ecf\u786e\u7acb\u3002<\/p>\n\n\n\n

              \u7f8e\u56fd\u54e5\u4f26\u6bd4\u4e9a\u7279\u533a\u8054\u90a6\u5730\u533a\u6cd5\u9662\u9a73\u56de\u4e86 Stephen Thaler \u7684\u4e3b\u5f20\uff0c\u79f0 2012 \u5e74\u7684\u56fe\u50cf\u300a\u4e00\u4e2a\u6700\u8fd1\u7684\u5929\u5802\u5165\u53e3\u300b\uff08\u53f3\u4fa7\u56fe\u50cf\uff09\u4e0d\u503c\u5f97\u83b7\u5f97\u7248\u6743\u4fdd\u62a4\u3002<\/p>\n\n\n\n

              \u7136\u800c\uff0c\u7248\u6743\u5c40\u5df2\u7ecf\u8bbe\u7acb\u4e86\u4e00\u4e2a\u5021\u8bae\uff0c\u4ee5\u7814\u7a76 AI \u5bf9\u7248\u6743\u6cd5\u7684\u5f71\u54cd\uff0c\u5e76\u53d1\u5e03\u4e86\u65b0\u7684\u7248\u6743\u6307\u5357\uff0c\u6db5\u76d6\u6587\u5b66\u3001\u89c6\u89c9\u3001\u89c6\u542c\u548c\u58f0\u97f3\u3002\u6307\u5357\u89c4\u5b9a\u4efb\u4f55\u827a\u672f\u4f5c\u54c1\u9700\u8981\u6709\u4eba\u7c7b\u4f5c\u8005\uff0c\u5e76\u4e14\u7533\u8bf7\u9700\u8981\u660e\u786e\u6307\u51fa AI \u7684\u4f7f\u7528\u60c5\u51b5\u3002<\/p>\n\n\n\n

              \u5bf9\u4e8e\u63d0\u4f9b\u8005\u6765\u8bf4\uff0c\u66f4\u5177\u6311\u6218\u6027\u7684\u662f\uff0c2023 \u5e74 5 \u6708\uff0c\u5728\u4e00\u8d77\u5173\u4e8e 1981 \u5e74\u666e\u6797\u65af\u8096\u50cf\u7684\u7248\u6743\u6848\u4e2d\uff0c\u7f8e\u56fd\u6700\u9ad8\u6cd5\u9662\u5bf9\u201c\u53d8\u9769\u6027\u201d\u5728\u516c\u5e73\u4f7f\u7528\u4e2d\u7684\u89e3\u91ca\u8fdb\u884c\u4e86\u65b0\u7684\u3001\u66f4\u4e25\u683c\u7684\u89e3\u91ca\u3002\u8fd9\u53ef\u80fd\u4f1a\u4f7f\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u7684\u4e66\u7c4d\u548c\u827a\u672f\u4f5c\u54c1\u7684\u6293\u53d6\u884c\u4e3a\u5728\u6cd5\u5f8b\u4e0a\u66f4\u5177\u98ce\u9669\u3002<\/p>\n\n\n\n

              \n

              But cases continue to be fought in multiple jurisdictions about copyright infringement<\/p>\n<\/blockquote>\n\n\n\n

              \u7136\u800c\uff0c\u6709\u5173\u7248\u6743\u4fb5\u6743\u7684\u6848\u4ef6\u5728\u591a\u4e2a\u53f8\u6cd5\u7ba1\u8f96\u533a\u4ecd\u5728\u8fdb\u884c\u4e2d\u3002<\/p>\n\n\n\n

                \n
              • \u5728\u82f1\u56fd\u548c\u7f8e\u56fd\uff0c\u6d89\u53ca\u4e3b\u8981\u6587\u672c\u548c\u56fe\u50cf\u751f\u6210\u7684\u6848\u4ef6\u6b63\u5728\u8fdb\u884c\u4e2d\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u516c\u53f8\u58f0\u79f0\u4ed6\u4eec\u4ece\u4e8b\u516c\u5e73\u4f7f\u7528\u6216\u8868\u8fbe\u81ea\u7531\uff0c\u4f46\u6709\u8ff9\u8c61\u8868\u660e\u53ef\u80fd\u4f1a\u51fa\u73b0\u9ebb\u70e6\u3002<\/li>\n\n\n\n
              • \u5728\u82f1\u56fd\u548c\u7f8e\u56fd\uff0cGetty Images \u6b63\u5728\u8d77\u8bc9 Stability\uff0c\u6307\u63a7 Stability \u4ece\u5176\u6536\u85cf\u4e2d\u590d\u5236\u4e86\u6570\u767e\u4e07\u5f20\u7167\u7247\uff0c\u66f4\u6539\u6216\u5220\u9664\u4e86\u7248\u6743\u4fe1\u606f\uff0c\u5e76\u6307\u8d23 Stable Diffusion \u751f\u6210\u7684\u56fe\u50cf\u5e26\u6709\u4fee\u6539\u7248\u7684 Getty Images \u6c34\u5370\u3002<\/li>\n\n\n\n
              • OpenAI \u548c Meta \u9762\u4e34\u8bc9\u8bbc\uff0c\u58f0\u79f0 ChatGPT \u548c LLaMa \u672a\u7ecf\u5176\u540c\u610f\u4f7f\u7528\u5176\u53d7\u7248\u6743\u4fdd\u62a4\u7684\u56fe\u4e66\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u636e\u79f0\uff0c\u300a\u7ebd\u7ea6\u65f6\u62a5\u300b\u6b63\u5728\u8003\u8651\u5bf9 OpenAI \u63d0\u8d77\u7c7b\u4f3c\u8bc9\u8bbc\u3002\u4e09\u4f4d\u827a\u672f\u5bb6\u6b63\u5728\u8d77\u8bc9 Stability\u3001DeviantArt \u548c Midjourney\uff0c\u6307\u63a7\u4ed6\u4eec\u4f7f\u7528\u4ed6\u4eec\u7684\u827a\u672f\u4f5c\u54c1\u8bad\u7ec3\u56fe\u50cf\u751f\u6210\u5668\uff0c\u521b\u5efa\u4e86\u201c\u4fb5\u6743\u884d\u751f\u4f5c\u54c1\u201d\u3002<\/li>\n\n\n\n
              • \u82f1\u56fd\u5728\u7248\u6743\u6cd5\u4e2d\u6709\u4e00\u4e2a\u6587\u672c\u548c\u6570\u636e\u6316\u6398\u4f8b\u5916\uff0c\u4f46\u8fd9\u4ec5\u9002\u7528\u4e8e\u975e\u5546\u4e1a\u7528\u9014\uff1b\u6269\u5927\u8fd9\u4e2a\u4f8b\u5916\u7684\u8ba1\u5212\u5df2\u7ecf\u6401\u7f6e\u3002\u6b27\u76df\u4e5f\u6709\u7c7b\u4f3c\u7684\u4f8b\u5916\uff0c\u4f46\u300aAI \u6cd5\u6848\u300b\u89c4\u5b9a\uff0c\u57fa\u7840\u6a21\u578b\u63d0\u4f9b\u5546\u5fc5\u987b\u63d0\u4f9b\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u53d7\u7248\u6743\u4fdd\u62a4\u6750\u6599\u6458\u8981\uff08\u8fd9\u53ef\u80fd\u5728\u6280\u672f\u4e0a\u5177\u6709\u6311\u6218\u6027\uff09\u3002<\/li>\n\n\n\n
              • \u5fae\u8f6f\u5df2\u7ecf\u91c7\u53d6\u63aa\u65bd\u5411 Copilot \u5de5\u5177\u7684\u7528\u6237\u4fdd\u8bc1\uff0c\u5728\u4efb\u4f55\u7248\u6743\u7d22\u8d54\u4e8b\u4ef6\u4e2d\uff0c\u516c\u53f8\u5c06\u627f\u62c5\u4efb\u4f55\u6cd5\u5f8b\u98ce\u9669[53]<\/sup>\u3002<\/li>\n<\/ul>\n\n\n\n

                \u4eba\u5de5\u667a\u80fd\u4e0e\u4eba\u5de5<\/h2>\n\n\n\n
                \n

                From labels to preferences<\/p>\n<\/blockquote>\n\n\n\n

                \u968f\u7740\u6307\u4ee4\u5fae\u8c03\uff08instruction fine-tuning\uff09\u548c RLHF \u6210\u4e3a\u5fae\u8c03\u548c\u5bf9\u9f50\u8bed\u8a00\u6a21\u578b\u7684\u9ed8\u8ba4\u65b9\u6cd5\uff0c\u50cf Scale AI \u548c Surge HQ \u8fd9\u6837\u63d0\u4f9b\u6807\u6ce8\u670d\u52a1\u7684\u516c\u53f8\u6709\u671b\u4ece LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u7684\u7206\u70b8\u6027\u6d41\u884c\u4e2d\u5b9e\u73b0\u5f02\u5e38\u589e\u957f\u3002\u8fd9\u4e24\u5bb6\u516c\u53f8\u90fd\u62e5\u6709\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u5ba2\u6237\u540d\u5355\uff0c\u5305\u62ec\u4eba\u5de5\u667a\u80fd\u521d\u521b\u516c\u53f8\u3001\u5927\u578b\u4f01\u4e1a\u5ba2\u6237\u4ee5\u53ca LLM \u7814\u7a76\u9886\u57df\u7684\u9886\u5148\u5b9e\u9a8c\u5ba4\u3002Scale AI \u5728 2021 \u5e74\u8bc4\u4f30\u65f6\u7684\u4f30\u503c\u4e3a 73 \u4ebf\u7f8e\u5143\uff0c\u5f53\u65f6\u5c1a\u672a\u51fa\u73b0 Stable Diffusion \u548c ChatGPT \u7684\u72c2\u70ed\u6f6e\u3002<\/p>\n\n\n

                \n
                \"\"<\/figure><\/div>\n\n\n
                \n

                Open source AI is on a tear at a time when incumbents push for closed source AI<\/p>\n<\/blockquote>\n\n\n\n

                Hugging Face \u662f\u4e00\u5bb6\u6210\u7acb\u5df2\u6709 7 \u5e74\u7684\u516c\u53f8\uff0c\u5df2\u7ecf\u7262\u56fa\u5730\u6210\u4e3a\u4e86\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u7684\u4ea4\u6d41\u5e73\u53f0\uff0c\u76ee\u524d\u6b63\u5728\u8fce\u6765\u91cd\u8981\u7684\u53d1\u5c55\u52bf\u5934\uff0c\u793e\u533a\u4e89\u76f8\u4fdd\u6301\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u548c\u6570\u636e\u96c6\u5bf9\u6240\u6709\u4eba\u7684\u53ef\u8bbf\u95ee\u6027\u3002\u4ec5\u4ec5\u5728\u51e0\u4e2a\u6708\u5185\uff0c\u5df2\u6709\u8d85\u8fc7 1,300 \u4e2a\u6a21\u578b\u88ab\u63d0\u4ea4\u5230\u4ed6\u4eec\u7684 Open LLM Leaderboard\uff0c\u4ec5\u5728 2023 \u5e74 8 \u6708\u5c31\u6709\u8d85\u8fc7 6 \u4ebf\u6b21\u6a21\u578b\u4e0b\u8f7d<\/strong>\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u4f7f\u7528 Gradio \u6216 Streamlit \u7b49\u5de5\u5177\u6784\u5efa\u7684 Spaces \u4f5c\u4e3a Web \u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u5c55\u793a\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u5e7f\u6cdb\u7684\u53ef\u8bbf\u95ee\u6027\u548c\u5feb\u901f\u539f\u578b\u5f00\u53d1\u3002Gradio \u7684\u6708\u6d3b\u8dc3\u7528\u6237\u6570\u91cf\u4ece 2023 \u5e74 1 \u6708\u7684 12 \u4e07\u4eba\u589e\u957f\u5230\u4e86 2023 \u5e74 8 \u6708\u7684 58 \u4e07\u4eba\uff0c\u589e\u957f\u4e86 5 \u500d\u3002<\/p>\n\n\n\n

                \n

                Monolithic LLMs or specialised application-dependent LLMs?<\/p>\n<\/blockquote>\n\n\n\n

                Databricks \u4ee5 13 \u4ebf\u7f8e\u5143\u6536\u8d2d\u4e86 MosaicML[54]<\/sup>\uff0c\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u6784\u5efa\uff08\u5f88\u53ef\u80fd\u662f\u5fae\u8c03\uff09\u81ea\u5df1\u7684 LLM\u3002\u672a\u6765\u53ef\u80fd\u4e0d\u518d\u662f\u4e00\u4e2a\u77e5\u9053\u4e00\u5207\u7684\u5355\u4e00\u5927\u6a21\u578b\uff0c\u800c\u662f\u4e00\u7ec4\u9488\u5bf9\u4f01\u4e1a\u6570\u636e\u6216\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\u7684\u4e13\u95e8\u6a21\u578b\u3002<\/p>\n\n\n\n

                  \n
                • \u5728\u6536\u8d2d\u4e4b\u524d\uff0cMosaic \u5c55\u793a\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u5de5\u7a0b\u6210\u679c\uff0c\u6bd4\u5982\u4ee5\u4e0d\u5230 5 \u4e07\u7f8e\u5143\u7684\u6210\u672c\uff08\u76f8\u6bd4\u539f\u6765\u7684\u6210\u672c\u51cf\u5c11\u4e86 8 \u500d\uff09\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3 Stable Diffusion\uff0c\u5e76\u6784\u5efa\u5177\u6709\u957f\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5148\u8fdb LLM\u3002<\/li>\n\n\n\n
                • \u8fd9\u7b14\u4ea4\u6613\u6807\u5fd7\u7740\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u70ed\u6f6e\u7684\u91cd\u8981\u65f6\u523b\u3002<\/li>\n\n\n\n
                • Snowflake \u91c7\u53d6\u4e86\u7c7b\u4f3c\u7684\u6218\u7565\uff1a\u4e0e Azure \u5408\u4f5c\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u8bbf\u95ee OpenAI \u6a21\u578b\u7684\u673a\u4f1a\u3002<\/li>\n<\/ul>\n\n\n
                  \n
                  \"\"<\/figure><\/div>\n\n\n

                  \u751f\u7269\u5236\u836f<\/h2>\n\n\n\n
                  \n

                  Once ignored by major pharma companies, AI is moving front and center for some<\/p>\n<\/blockquote>\n\n\n\n

                  \u66fe\u7ecf\u88ab\u4e3b\u8981\u5236\u836f\u516c\u53f8\u5ffd\u89c6\u7684\u4eba\u5de5\u667a\u80fd\u5982\u4eca\u6b63\u6210\u4e3a\u4e00\u4e9b\u516c\u53f8\u7684\u6838\u5fc3\u5173\u6ce8\u9886\u57df\u3002<\/p>\n\n\n\n

                    \n
                  • mRNA \u75ab\u82d7\u9886\u5bfc\u8005 BioNTech \u4ee5 5 \u4ebf\u6b27\u5143\u6536\u8d2d\u4e86\u4eba\u5de5\u667a\u80fd\u516c\u53f8 InstaDeep[55]<\/sup><\/li>\n\n\n\n
                  • \u8d5b\u8bfa\u83f2 Sanofi \u5219\u5168\u529b\u4ee5\u8d74\u5730\u6295\u8d44\u4e8e\u4eba\u5de5\u667a\u80fd\u9886\u57df[56]<\/sup><\/li>\n\n\n\n
                  • \u9ed8\u514b Merck \u4e0e\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u6838\u5fc3\u7684\u836f\u7269\u516c\u53f8 Exscientia \u8fbe\u6210\u4e86\u603b\u4ef7\u503c\u9ad8\u8fbe 6.74 \u4ebf\u7f8e\u5143\u7684\u65b0\u534f\u8bae[57]<\/sup><\/li>\n\n\n\n
                  • \u963f\u65af\u5229\u5eb7 AstraZeneca \u5219\u4e0e Verge Genomics \u8fbe\u6210\u4e86\u603b\u4ef7\u503c\u9ad8\u8fbe 8.4 \u4ebf\u7f8e\u5143\u7684\u5408\u4f5c\u534f\u8bae[58]<\/sup><\/li>\n<\/ul>\n\n\n
                    \n
                    \"\"
                    BioNTech Completes Acquisition of InstaDeep<\/figcaption><\/figure><\/div>\n\n
                    \n
                    \"\"
                    BioNTech Completes Acquisition of InstaDeep<\/figcaption><\/figure><\/div>\n\n
                    \n
                    \"\"<\/figure><\/div>\n\n
                    \n
                    \"\"<\/figure><\/div>\n\n
                    \n
                    \"\"<\/figure><\/div>\n\n\n
                    \"\"
                    \u9ed8\u514b Merck \u4e0e\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u6838\u5fc3\u7684\u836f\u7269\u516c\u53f8 Exscientia \u8fbe\u6210\u4e86\u603b\u4ef7\u503c\u9ad8\u8fbe6.74\u4ebf\u7f8e\u5143\u7684\u65b0\u534f\u8bae<\/figcaption><\/figure>\n\n\n\n
                    \n

                    NVIDIA continues its share price performance tear and blesses its partners too<\/p>\n<\/blockquote>\n\n\n\n

                    \u5728\u82f1\u4f1f\u8fbe\u5ba3\u5e03\u5411 Recursion Pharmaceuticals \u6295\u8d44 5000 \u4e07\u7f8e\u5143\u7684\u5f53\u5929\uff0cRecursion Pharmaceuticals \u7684\u80a1\u4ef7\u66b4\u6da8 80%\uff0c\u521b\u9020\u4e86\u989d\u5916\u7684 10 \u4ebf\u7f8e\u5143\u5e02\u503c[59]<\/sup>\u3002\u8fd9\u6837\u7684\u53cd\u5e94\u663e\u793a\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u70ed\u6f6e\u3002<\/p>\n\n\n\n

                    \"\"<\/figure>\n\n\n\n

                    \u4eba\u624d\u6d41\u52a8<\/h2>\n\n\n\n
                    \n

                    DeepMind to Google DeepMind back to DeepMind and now to Google DeepMind\u2026v2!<\/p>\n<\/blockquote>\n\n\n\n

                    \u8fd9\u5bb6\u5f00\u521b\u6027\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8 DeepMind\uff0c\u901a\u8fc7\u4e0e Google Brain \u7684\u5408\u5e76\uff0c\u5982\u4eca\u6b63\u5904\u4e8e Google \u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8fdb\u884c\u53cd\u51fb\u7684\u524d\u6cbf\u3002<\/p>\n\n\n

                    \n
                    \"\"
                    DeepMind 2010<\/figcaption><\/figure><\/div>\n\n
                    \n
                    \"\"
                    Google DeepMind 2014<\/figcaption><\/figure><\/div>\n\n
                    \n
                    \"\"
                    DeepMind 2015<\/figcaption><\/figure><\/div>\n\n
                    \n
                    \"\"
                    Google DeepMind 2023<\/figcaption><\/figure><\/div>\n\n\n
                    \n

                    DeepSpeech 2: The early masters of scale<\/p>\n<\/blockquote>\n\n\n\n

                    \u767e\u5ea6\u7684\u7845\u8c37 AI Lab \u662f\u53e6\u4e00\u4e2a\u9ec4\u57d4\u519b\u6821\u3002\u5728 2015 \u5e74\uff0c\u767e\u5ea6\u7684\u7845\u8c37\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u4e86\u4e00\u4e2a\u5b8c\u5168\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf DeepSpeech 2[60]<\/sup>\uff0c\u8be5\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005 Dario Amodei \u5373\u662f\u76ee\u524d Anthropic \u7684 CEO\u3002\u8fd9\u9879\u5de5\u4f5c\u6452\u5f03\u4e86\u624b\u5de5\u6784\u5efa\u7684\u57fa\u4e8e\u7279\u5f81\u7684\u6d41\u6c34\u7ebf\u548c\u5927\u91cf\u7684\u8ba1\u7b97\uff1a<\/p>\n\n\n\n

                    \n

                    \u6211\u4eec\u65b9\u6cd5\u7684\u5173\u952e\u662f\u5e94\u7528\u4e86\u9ad8\u6027\u80fd\u8ba1\u7b97\u6280\u672f\uff0c\u4f7f\u6211\u4eec\u4e4b\u524d\u7684\u7cfb\u7edf\u52a0\u901f\u4e86 7 \u500d…\u6211\u4eec\u7684\u7cfb\u7edf\u5728\u6807\u51c6\u6570\u636e\u96c6\u4e0a\u4e0e\u4eba\u5de5\u5de5\u4f5c\u8005\u7684\u8f6c\u5f55\u76f8\u7ade\u4e89\u3002<\/p>\n<\/blockquote>\n\n\n\n

                    \u540c\u4e00\u5b9e\u9a8c\u5ba4\u5728 2017 \u5e74\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587 Deep learning scaling is predictable, empirically<\/em><\/strong>[61]<\/sup>\u5c55\u793a\u4e86 Scaling Law \u7684\u65e9\u671f\u8bc1\u636e\uff0c\u8fd9\u4e2a\u89c4\u5f8b\u73b0\u5728\u652f\u6491\u7740\u6211\u4eec\u4eca\u5929\u6240\u89c1\u548c\u4f7f\u7528\u7684\u5927\u89c4\u6a21\u4eba\u5de5\u667a\u80fd\u3002\u8bb8\u591a DeepSpeech 2 \u7684\u4f5c\u8005\u540e\u6765\u6210\u4e3a\u4e86\u9886\u5148\u7684\u673a\u5668\u5b66\u4e60\u516c\u53f8\u7684\u521b\u59cb\u4eba\u6216\u9ad8\u7ba1\uff0c\u9886\u5bfc\u7740\u5728\u8bed\u8a00\u5efa\u6a21\u548c\u76f8\u5173\u9886\u57df\u7684\u5927\u89c4\u6a21\u5de5\u4f5c\u3002<\/p>\n\n\n

                    \n
                    \"\"<\/figure><\/div>\n\n
                    \n
                    \"\"<\/figure><\/div>\n\n\n
                    \n

                    Attention is all you need\u2026 to build<\/s> raise billions for your AI startup<\/p>\n<\/blockquote>\n\n\n\n

                    \u90a3\u7bc7\u5f15\u5165\u57fa\u4e8e Transformer \u7684\u795e\u7ecf\u7f51\u7edc\u7684\u91cc\u7a0b\u7891\u8bba\u6587\u4e2d\uff0c\u9664\u4e86\u4e00\u4f4d\u4f5c\u8005\u5916<\/s>\uff0c\u5176\u4ed6\u6240\u6709\u4f5c\u8005\u90fd\u79bb\u5f00\u4e86 Google\uff0c\u5f00\u59cb\u521b\u529e\u81ea\u5df1\u7684\u521d\u521b\u516c\u53f8\u3002\u5c31\u50cf\u7845\u8c37\u65e9\u671f\u7684\u4ed9\u7ae5\u516b\u53db\u9006[62]<\/sup> \u548c\u540e\u6765\u7684 PayPal Mafia[63]<\/sup> \u4e00\u6837\uff0cTransformers Mafia \u5171\u540c\u7b79\u96c6\u4e86\u5927\u91cf\u8d44\u91d1\u3002<\/p>\n\n\n\n

                    \"\"<\/figure>\n\n\n\n

                    \u81ea\u52a8\u9a7e\u9a76<\/h2>\n\n\n\n

                    GAIA-1 \u662f Wayve \u4e3a\u81ea\u52a8\u9a7e\u9a76\u5f00\u53d1\u7684\u4e00\u4e2a\u62e5\u6709 90 \u4ebf\u53c2\u6570\u7684\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u3002\u5b83\u5229\u7528\u89c6\u9891\u3001\u6587\u672c\u548c\u884c\u4e3a\u8f93\u5165\u6765\u751f\u6210\u903c\u771f\u7684\u9a7e\u9a76\u573a\u666f\uff0c\u5e76\u63d0\u4f9b\u5bf9\u81ea\u8eab\u8f66\u8f86\u884c\u4e3a\u548c\u573a\u666f\u7279\u5f81\u7684\u7ec6\u7c92\u5ea6\u63a7\u5236\u3002\u5b83\u5c55\u793a\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u4ee5\u5904\u7406\u8bad\u7ec3\u96c6\u4e4b\u5916\u7684\u81ea\u6211\u4ee3\u7406\u884c\u4e3a\uff0c\u5e76\u901a\u8fc7\u6587\u672c\u5b9e\u73b0\u5bf9\u73af\u5883\u7684\u53ef\u63a7\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u8bad\u7ec3\u548c\u9a8c\u8bc1\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u7684\u5f3a\u5927\u795e\u7ecf\u4eff\u771f\u5668\u3002<\/p>\n\n\n

                    \n
                    \"\"<\/figure><\/div>\n\n
                    \n
                    \"\"<\/figure><\/div>\n\n\n
                    \n

                    Autonomous rides are now commercial (in California)<\/p>\n<\/blockquote>\n\n\n\n

                    Waymo \u548c Cruise \u83b7\u51c6\u5728\u65e7\u91d1\u5c71\u63a8\u51fa\u5168\u5929\u5019\u4ed8\u8d39\u81ea\u52a8\u9a7e\u9a76\u670d\u52a1\u3002\u6b64\u524d\uff0c\u53ea\u6709\u5728\u6709\u9a7e\u9a76\u5458\u76d1\u63a7\u8f66\u8f86\u65f6\u624d\u80fd\u63d0\u4f9b\u4ed8\u8d39\u4e58\u8f66\u670d\u52a1\u3002<\/strong><\/p>\n\n\n\n

                      \n
                    • \u8fd9\u5bf9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6765\u8bf4\u662f\u4e00\u4e2a\u91cd\u8981\u65f6\u523b\u3002\u83b7\u5f97\u52a0\u5229\u798f\u5c3c\u4e9a\u516c\u7528\u4e8b\u4e1a\u59d4\u5458\u4f1a\u7684\u6279\u51c6\u662f\u591a\u5e74\u52aa\u529b\u53d6\u5f97\u7684\u4e00\u7cfb\u5217\u6279\u51c6\u4e2d\u7684\u6700\u540e\u4e00\u6b65\u3002Waymo \u7684\u9996\u5e2d\u6267\u884c\u5b98 Tekendra Mawakana \u8868\u793a\uff0c\u8fd9\u9879\u8bb8\u53ef\u8bc1 \u300c\u6807\u5fd7\u7740\u6211\u4eec\u5728\u65e7\u91d1\u5c71\u5546\u4e1a\u8fd0\u8425\u7684\u771f\u6b63\u5f00\u59cb<\/strong>\u300d\u3002<\/li>\n\n\n\n
                    • \u7136\u800c\uff0c\u5173\u4e8e\u65e0\u4eba\u9a7e\u9a76\u51fa\u79df\u8f66\u670d\u52a1\u4e0e\u5361\u8f66\u8fd0\u8f93\u548c\u7269\u6d41\u4e4b\u95f4\u7684\u7ecf\u6d4e\u95ee\u9898\u5c1a\u672a\u89e3\u51b3\u3002Waymo \u5728 7 \u6708\u5e95\u6682\u505c\u4e86\u4ed6\u4eec\u7684\u81ea\u52a8\u9a7e\u9a76\u5361\u8f66\u670d\u52a1\uff0c\u800c\u5176\u4ed6\u516c\u53f8\uff08\u4f8b\u5982 Aurora\uff09\u5219\u5c06\u5176\u7f6e\u4e8e\u673a\u5668\u4eba\u51fa\u79df\u8f66\u4e4b\u4e0a\u3002<\/li>\n\n\n\n
                    • \u524d Argo AI \u7684\u9886\u5bfc\u8005\u521b\u7acb\u4e86 Stack AV\uff0c\u4e00\u5bb6\u4ece Softbank \u83b7\u5f97 10 \u4ebf\u7f8e\u5143 A \u8f6e\u878d\u8d44\u7684\u81ea\u52a8\u9a7e\u9a76\u5361\u8f66\u521d\u521b\u516c\u53f8\u3002<\/li>\n<\/ul>\n\n\n
                      \n
                      \"\"<\/figure><\/div>\n\n\n

                      \u4ea7\u4e1a\u6295\u8d44<\/h2>\n\n\n\n
                      \n

                      \u201cGenAI\u201d is the new \u201cnew\u201d thing: AI investments are stable vs. 2022, powered by GenAI<\/p>\n<\/blockquote>\n\n\n\n

                      2023 \u5e74\u4e0a\u534a\u5e74\uff0c\u7528\u4e8e\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7684\u521d\u521b\u516c\u53f8\u7684\u8d44\u91d1\u51e0\u4e4e\u4e0e 2022 \u5e74\u4e0a\u534a\u5e74\u6301\u5e73……\u5982\u679c\u6ca1\u6709\u8d44\u91d1\u6d8c\u5165 GenAI\uff0c\u6574\u4f53\u4eba\u5de5\u667a\u80fd\u6295\u8d44\u5c06\u8f83\u53bb\u5e74\u4e0b\u964d 40%\uff0c\u800c\u6240\u6709\u521d\u521b\u516c\u53f8\u7684\u4e0b\u964d\u5e45\u5ea6\u4e3a 54%[64]<\/sup>[65]<\/sup>\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n
                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      **Trillions of value: The combined enterprise value of private and public companies using AI<\/p>\n<\/blockquote>\n\n\n\n

                      2021 \u5e74\u4e4b\u540e\uff0c\u4e0a\u5e02\u516c\u53f8\u7684\u4f30\u503c\u4e0b\u8dcc\u4e86\u4e09\u5206\u4e4b\u4e00\uff0c\u4f46\u6b63\u5728\u9010\u6e10\u6062\u590d\uff0c\u800c\u79c1\u4eba\u5e02\u573a\u7684\u4f30\u503c\u4fdd\u6301\u7a33\u5b9a\uff0c\u5c1a\u672a\u89c1\u5230\u660e\u663e\u4e0b\u8c03[66]<\/sup>[67]<\/sup>\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c2023 \u5e74\u6807\u666e 500 \u6307\u6570\u7684 50%\u589e\u957f\u662f\u7531 The Magnificent Seven<\/strong> \u63a8\u52a8\u7684\uff1a\u82f9\u679c\u3001\u5fae\u8f6f\u3001\u82f1\u4f1f\u8fbe\u3001\u8c37\u6b4c\u6bcd\u516c\u53f8 Alphabet\u3001Meta\u3001\u7279\u65af\u62c9\u548c\u4e9a\u9a6c\u900a\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u52a0\u901f\u7684\u5173\u952e\u63a8\u52a8\u8005\u548c\u53d7\u76ca\u8005\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n
                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      US AI companies absorb 70% of global private capital in 2023, up from 55% in 2022<\/p>\n<\/blockquote>\n\n\n\n

                      2023 \u5e74\uff0c\u7f8e\u56fd\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u5438\u6536\u4e86\u5168\u7403\u79c1\u4eba\u8d44\u672c\u7684 70%\uff0c\u8f83 2022 \u5e74\u7684 55%\u6709\u6240\u589e\u52a0[68]<\/sup>\u3002<\/p>\n\n\n\n

                      \u4e0e\u6b64\u540c\u65f6\uff0c\u79c1\u4eba\u7f8e\u56fd\u548c\u82f1\u56fd\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u7684\u8d44\u91d1\u6301\u7eed\u7a33\u5b9a\uff0c\u800c\u6b27\u6d32\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u8d44\u91d1\u4e0b\u964d\u4e86\u8d85\u8fc7 70%\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      The US continues to lead by number of AI unicorns, followed by China and the UK<\/p>\n<\/blockquote>\n\n\n\n

                      2022 \u5e74\u4ee5\u6765\u7684\u8d8b\u52bf\u5ef6\u7eed\uff1a\u7f8e\u56fd\u7684\u72ec\u89d2\u517d\u6570\u91cf\u4ece 292 \u589e\u957f\u5230 315\uff0c\u603b\u4f01\u4e1a\u4ef7\u503c\u4ece 4.6 \u4e07\u4ebf\u7f8e\u5143\u589e\u957f\u5230 5.9 \u4e07\u4ebf\u7f8e\u5143[69]<\/sup>[70]<\/sup>[71]<\/sup>\u3002\u82f1\u56fd\u65b0\u589e\u4e86 3 \u4e2a\u72ec\u89d2\u517d\uff0c\u4f46\u7d2f\u8ba1\u4f01\u4e1a\u4ef7\u503c\u4ece 2070 \u4ebf\u7f8e\u5143\u56de\u843d\u81f3 1550 \u4ebf\u7f8e\u5143\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n
                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      Enterprise software, fintech and healthcare are the most invested AI categories globally<\/p>\n<\/blockquote>\n\n\n\n

                      \u4f01\u4e1a\u8f6f\u4ef6\u3001\u91d1\u878d\u79d1\u6280\u548c\u533b\u7597\u4fdd\u5065\u662f\u5168\u7403\u6295\u8d44\u6700\u591a\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df[72]<\/sup>[73]<\/sup>[74]<\/sup>[75]<\/sup>[76]<\/sup>\u3002<\/p>\n\n\n

                      \n
                      \"\"
                      $ invested in AI categories 2010-23<\/figcaption><\/figure><\/div>\n\n
                      \n
                      \"\"
                      Deal volume in AI categories 2022-23<\/figcaption><\/figure><\/div>\n\n\n
                      \"\"
                      % of deals for AI startups <\/figcaption><\/figure>\n\n\n
                      \n
                      \"\"
                      Deal volume in AI categories 2022-23<\/figcaption><\/figure><\/div>\n\n\n
                      \n

                      Although IPOs dried up in 2023, the M&A market continues to stay strong<\/p>\n<\/blockquote>\n\n\n\n

                      \u5c3d\u7ba1 2023 \u5e74\u7684\u9996\u6b21\u516c\u5f00\u52df\u80a1\uff08IPO\uff09\u5e02\u573a\u6d3b\u52a8\u51cf\u5c11\uff0c\u4f46\u5e76\u8d2d\u5e02\u573a\u7ee7\u7eed\u4fdd\u6301\u5f3a\u52b2\u3002<\/p>\n\n\n\n

                      \u9664\u4e86\u51e0\u4e2a\u7279\u6b8a\u76ee\u7684\u6536\u8d2d\u516c\u53f8\uff08SPACs\uff09\uff08\u4f8b\u5982 Arrival\u3001Roadzen\u3001Triller\uff09\u4e4b\u5916\uff0c\u516c\u5f00\u5e02\u573a\u6d3b\u52a8\u5e76\u4e0d\u591a\uff0c\u4e0e 2022 \u5e74\u7684 98 \u4e2a\u76f8\u6bd4\u3002\u7136\u800c\uff0c\u6709\u51e0\u8d77\u91cd\u5927\u6536\u8d2d\u6848\uff0c\u5305\u62ec MosaicML + Databricks\uff0813 \u4ebf\u7f8e\u5143\uff09\u3001Casetext + Thomson Reuters\uff086.5 \u4ebf\u7f8e\u5143\uff09\u548c InstaDeep + BioNTech\uff085 \u4ebf\u6b27\u5143\uff09\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      24% of all corporate VC investments went into AI companies in 2023<\/p>\n<\/blockquote>\n\n\n\n

                      2023 \u5e74\uff0c\u6240\u6709\u516c\u53f8\u98ce\u9669\u6295\u8d44\uff08VC\uff09\u6295\u8d44\u7684 24%\u6d41\u5411\u4e86\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u3002<\/p>\n\n\n\n

                      \u5728 2023 \u5e74\uff0c\u4f01\u4e1a\u5c06\u6295\u8d44\u91cd\u70b9\u91cd\u65b0\u805a\u7126\u4e8e GenAI\u3002\u4ed6\u4eec\u5c06\u5bf9\u975e\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u7684\u6295\u8d44\u524a\u51cf\u4e86 50%\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u8d44\u4fdd\u6301\u5927\u81f4\u7a33\u5b9a\uff082022 \u5e74\u4e3a 290 \u4ebf\u7f8e\u5143\uff0c2023 \u5e74\u4e3a 220 \u4ebf\u7f8e\u5143\uff09\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      2023 sees a massive acceleration in GenAI funding<\/p>\n<\/blockquote>\n\n\n\n

                      GenAI \u516c\u53f8\u6b63\u5728\u5438\u5f15\u5927\u91cf\u8d44\u672c\uff0c\u5728\u79d1\u6280\u4f30\u503c\u4e0b\u6ed1\u7684\u80cc\u666f\uff0c\u4e13\u6ce8\u4e8e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff08\u5305\u62ec\u89c6\u9891\u3001\u6587\u672c\u548c\u7f16\u7801\uff09\u7684\u4eba\u5de5\u667a\u80fd\u521d\u521b\u4f01\u4e1a\u4ece\u98ce\u9669\u6295\u8d44\u548c\u4f01\u4e1a\u6295\u8d44\u8005\u90a3\u91cc\u7b79\u96c6\u4e86\u8d85\u8fc7 180 \u4ebf\u7f8e\u5143<\/strong>[77]<\/sup>\u3002<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n\n
                      \n

                      2022 Prediction: NVIDIA forms a strategic relationship with an AGI organization<\/p>\n<\/blockquote>\n\n\n\n

                      2022 \u9884\u6d4b\uff1aNVIDIA \u4e0e\u4e00\u4e2a AGI \u7ec4\u7ec7\u5efa\u7acb\u6218\u7565\u5173\u7cfb\u3002\u4e0e\u5efa\u7acb\u8fd9\u6837\u7684\u5173\u7cfb\u4e0d\u540c\uff0cNVIDIA \u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u91c7\u53d6\u4e86\u591a\u7ba1\u9f50\u4e0b\u7684\u7b56\u7565\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<\/p>\n\n\n\n

                        \n
                      • \u5bf9\u79c1\u8425\u548c\u4e0a\u5e02\u7684\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u6838\u5fc3\u7684\u516c\u53f8\u8fdb\u884c\u6295\u8d44<\/li>\n\n\n\n
                      • \u652f\u6301\u4e13\u95e8\u7684 GPU \u4e91\u670d\u52a1\u63d0\u4f9b\u5546<\/li>\n\n\n\n
                      • \u62d3\u5c55\u65b0\u7684\u884c\u4e1a\u5782\u76f4\u9886\u57df<\/li>\n<\/ul>\n\n\n
                        \n
                        \"\"<\/figure><\/div>\n\n\n
                        \n

                        Check out those GenAI round GPU bills<\/s> sizes: $18B invested in 2023 alone!<\/p>\n<\/blockquote>\n\n\n\n

                        \u770b\u4e00\u4e0b\u90a3\u4e9b GenAI \u8f6e\u6b21\uff08GPU \u8d39\u7528\uff09\u7684\u89c4\u6a21\uff1a\u4ec5\u5728 2023 \u5e74\u5c31\u6295\u8d44\u4e86 180 \u4ebf\u7f8e\u5143\uff01<\/p>\n\n\n\n

                        \u8d85\u5927\u89c4\u6a21\u878d\u8d44\u8f6e\u6b21\u6210\u4e3a\u5934\u6761\u65b0\u95fb\uff0c\u4e3b\u8981\u7531 foundation model \u7684\u516c\u53f8\u901a\u8fc7\u51fa\u552e\u80a1\u6743\u7b79\u96c6\u8d44\u91d1\uff0c\u7528\u4e8e\u8d2d\u4e70\u4e91\u8ba1\u7b97\u8d44\u6e90\u6765\u8bad\u7ec3\u5927\u89c4\u6a21\u7cfb\u7edf\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u8d8b\u52bf\u53ef\u80fd\u4f1a\u51fa\u73b0\u8f6c\u53d8\uff1aCoreWeave \u7b79\u96c6\u4e86 23 \u4ebf\u7f8e\u5143\u7684\u503a\u52a1\u8d44\u91d1\uff08\u800c\u975e\u80a1\u6743\uff09\uff0c\u7528\u4e8e\u8d2d\u4e70\u5176\u6240\u9700\u7684 GPU \u8bbe\u5907\u3002<\/p>\n\n\n

                        \n
                        \"\"<\/figure><\/div>\n\n\n
                        \n

                        A handful of corporates were at the center of some of the highest profile AI fundraises<\/p>\n<\/blockquote>\n\n\n\n

                        \u5728\u4e00\u4e9b\u6700\u9ad8\u77e5\u540d\u5ea6\u7684\u4eba\u5de5\u667a\u80fd\u7b79\u8d44\u6d3b\u52a8\u4e2d\uff0c\u53ea\u6709\u5c11\u6570\u51e0\u5bb6\u516c\u53f8\u5904\u4e8e\u6838\u5fc3\u5730\u4f4d\u3002<\/p>\n\n\n

                        \n
                        \"\"<\/figure><\/div>\n\n\n
                        \n

                        GenAI companies raised 33% larger Seeds and 130% larger As than all startups in 2023<\/p>\n<\/blockquote>\n\n\n\n

                        \u5728 2023 \u5e74\uff0c\u4e0e\u6240\u6709\u521d\u521b\u516c\u53f8\u76f8\u6bd4\uff0cGenAI \u516c\u53f8\u7684\u79cd\u5b50\u8f6e\u878d\u8d44\u89c4\u6a21\u589e\u957f\u4e86 33%\uff0cA \u8f6e\u878d\u8d44\u89c4\u6a21\u589e\u957f\u4e86 130%\u3002<\/p>\n\n\n\n

                        \u5f53\u5168\u7403\u7684\u5173\u6ce8\u90fd\u653e\u5728\u4f60\u8eab\u4e0a\u65f6\uff0c\u8ba1\u7b97\u529b\u548c\u4eba\u624d\u5e76\u4e0d\u4fbf\u5b9c\u3002<\/p>\n\n\n\n

                        \"\"<\/figure>\n\n\n\n
                        \"\"<\/figure>\n\n\n\n

                        \u7f16\u8005\u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n\n\n\n

                        \u5728 Industry \u8fd9\u7bc7\u6211\u4eec\u770b\u5230\u4e86\u5728\u8fc7\u53bb\u4e00\u5e74\u4e2d\u5de8\u989d\u8d44\u91d1\u5df2\u7ecf\u6216\u8005\u6b63\u5728\u6d8c\u5165\u8fd9\u4e2a\u884c\u4e1a\u3002\u548c\u4e2d\u56fd\u4e00\u6837\uff0c\u7f8e\u56fd\u5728\u5404\u4e2a\u4ea7\u4e1a\u7684\u6295\u8d44\u4e5f\u5e76\u4e0d\u662f\u5f88\u7e41\u8363\uff0c\u7edd\u5927\u90e8\u5206\u7684\u8d44\u91d1\u90fd\u8fdb\u5165\u5230\u4e86\u751f\u6210\u5f0f AI \u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n\n\n\n

                        \u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5728 2015 \u5e74\u5230 2017 \u5e74\u90a3\u4e00\u6ce2\u4eba\u5de5\u667a\u80fd\u6d6a\u6f6e\u4e2d\uff0c\u4e2d\u7f8e\u5728\u4ea7\u4e1a\u6295\u8d44\u7684\u89c4\u6a21\u4e0a\u662f\u57fa\u672c\u7b49\u540c\u7684\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u6b21\uff0c\u4e2d\u56fd\u7684\u6295\u8d44\u89c4\u6a21\u5927\u5927\u5c0f\u4e8e\u7f8e\u56fd\u3002\u4e00\u65b9\u9762\uff0c\u8fd9\u6e90\u4e8e\u4e2d\u7f8e\u5730\u7f18\u653f\u6cbb\u98ce\u9669\uff0c\u5927\u91cf\u7f8e\u5143\u57fa\u91d1\u9000\u51fa\u56fd\u5185\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u56e0\u4e3a\u4e0a\u4e00\u6ce2 AI \u6d6a\u6f6e\u7684\u706b\u70ed\u5b9e\u9645\u843d\u5730\u4ea7\u51fa\u4e0d\u7b26\u5408\u9884\u671f\uff0c\u6574\u4f53\u6295\u8d44\u4e5f\u504f\u4fdd\u5b88\u3002<\/p>\n\n\n\n

                        \u7f8e\u56fd\u6fc0\u8fdb\u7684\u6295\u8d44\u4ee4\u4eba\u60ca\u8bb6\uff0c\u4e5f\u4ee4\u4eba\u7fa1\u6155\u3002\u4e5f\u8bb8\u8fd9\u5c31\u662f\u4ed6\u4eec\u4e3a\u4f55\u603b\u80fd\u505a\u51fa\u7a81\u7834\u6027\u521b\u65b0\u7684\u6210\u679c\u7684\u90e8\u5206\u539f\u56e0\u3002\u5c3d\u7ba1\u4e2d\u7f8e\u5173\u7cfb\u9047\u51b7\uff0c\u4f5c\u4e3a\u8ffd\u8d76\u8005\u7684\u6211\u4eec\u4f9d\u7136\u53ef\u4ee5\u6709\u540e\u53d1\u8005\u4f18\u52bf\uff0c\u53ea\u8981\u6211\u4eec\u4e0d\u95ed\u95e8\u81ea\u55e8\u3002\u770b\u770b\u8fd9\u4e00\u6b21\uff0c\u4f1a\u6709\u600e\u6837\u7684\u6545\u4e8b\u5462\uff1f<\/p>\n\n\n\n

                        \n\n\n\n

                        \u53c2\u8003\u8d44\u6599<\/p>\n\n\n\n

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                        68. https:\/\/www.datawrapper.de\/_\/KH89L\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        69. Cumulative: https:\/\/datawrapper.dwcdn.net\/lPXPr\/2\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        70. Unicorns by country 2023: https:\/\/datawrapper.dwcdn.net\/LWFda\/3\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        71. Enterprise Value, https:\/\/www.datawrapper.de\/_\/Onpdh\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        72. https:\/\/www.datawrapper.de\/_\/0pK1K\/ \u21a9\ufe0e<\/li>\n\n\n\n
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                        74. https:\/\/datawrapper.dwcdn.net\/1Yv8K\/5\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        75. https:\/\/datawrapper.dwcdn.net\/nd7ah\/6\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        76. https:\/\/datawrapper.dwcdn.net\/caSXi\/5\/ \u21a9\ufe0e<\/li>\n\n\n\n
                        77. https:\/\/www.datawrapper.de\/_\/5Q5fp\/ \u21a9\ufe0e<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

                          \u4ee5\u4e0b\u6587\u7ae0\u6765\u6e90\u4e8eIn The Loop \uff0c\u4f5c\u8005 Houmin \u672c\u5468\u56db stateof. ai&nbsp […]<\/p>\n","protected":false},"author":2,"featured_media":2286,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54,53,8],"tags":[],"_links":{"self":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts\/2276"}],"collection":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2276"}],"version-history":[{"count":3,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts\/2276\/revisions"}],"predecessor-version":[{"id":2623,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts\/2276\/revisions\/2623"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/media\/2286"}],"wp:attachment":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2276"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}