{"id":290,"date":"2024-09-19T16:30:15","date_gmt":"2024-09-19T08:30:15","guid":{"rendered":"https:\/\/ai.oaido.com\/?p=290"},"modified":"2024-09-19T16:30:16","modified_gmt":"2024-09-19T08:30:16","slug":"%e4%bb%80%e4%b9%88%e6%98%af%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/ai.oaido.com\/index.php\/2024\/09\/19\/%e4%bb%80%e4%b9%88%e6%98%af%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%9f\/","title":{"rendered":"\u4ec0\u4e48\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff1f"},"content":{"rendered":"\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4e5f\u79f0\u4e3a LLM\uff0c\u662f\u57fa\u4e8e\u5927\u91cf\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\u8d85\u5927\u578b<a href=\"https:\/\/aws.amazon.com\/what-is\/deep-learning\/\">\u6df1\u5ea6\u5b66\u4e60<\/a>\u6a21\u578b\u3002\u5e95\u5c42\u8f6c\u6362\u5668\u662f\u4e00\u7ec4<a href=\"https:\/\/aws.amazon.com\/what-is\/neural-network\/\">\u795e\u7ecf\u7f51\u7edc<\/a>\uff0c\u8fd9\u4e9b\u795e\u7ecf\u7f51\u7edc\u7531\u5177\u6709\u81ea\u6ce8\u610f\u529b\u529f\u80fd\u7684\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7ec4\u6210\u3002\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4ece\u4e00\u7cfb\u5217\u6587\u672c\u4e2d\u63d0\u53d6\u542b\u4e49\uff0c\u5e76\u7406\u89e3\u5176\u4e2d\u7684\u5355\u8bcd\u548c\u77ed\u8bed\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u8f6c\u6362\u5668 LLM \u80fd\u591f\u8fdb\u884c\u65e0\u76d1\u7763\u7684\u8bad\u7ec3\uff0c\u4f46\u66f4\u7cbe\u786e\u7684\u89e3\u91ca\u662f\u8f6c\u6362\u5668\u53ef\u4ee5\u6267\u884c\u81ea\u4e3b\u5b66\u4e60\u3002\u901a\u8fc7\u6b64\u8fc7\u7a0b\uff0c\u8f6c\u6362\u5668\u53ef\u5b66\u4f1a\u7406\u89e3\u57fa\u672c\u7684\u8bed\u6cd5\u3001\u8bed\u8a00\u548c\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u4e0e\u65e9\u671f\u6309\u987a\u5e8f\u5904\u7406\u8f93\u5165\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u4e0d\u540c\uff0c\u8f6c\u6362\u5668\u5e76\u884c\u5904\u7406\u6574\u4e2a\u5e8f\u5217\u3002\u8fd9\u53ef\u8ba9\u6570\u636e\u79d1\u5b66\u5bb6\u4f7f\u7528 GPU \u8bad\u7ec3\u57fa\u4e8e\u8f6c\u6362\u5668\u7684 LLM\uff0c\u4ece\u800c\u5927\u5e45\u5ea6\u7f29\u77ed\u8bad\u7ec3\u65f6\u95f4\u3002<\/p>\n\n\n\n<p>\u501f\u52a9\u8f6c\u6362\u5668\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u60a8\u53ef\u4f7f\u7528\u975e\u5e38\u5927\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u5176\u4e2d\u901a\u5e38\u5177\u6709\u6570\u5343\u4ebf\u4e2a\u53c2\u6570\u3002\u8fd9\u79cd\u5927\u89c4\u6a21\u6a21\u578b\u53ef\u4ee5\u6444\u53d6\u901a\u5e38\u6765\u81ea\u4e92\u8054\u7f51\u7684\u5927\u91cf\u6570\u636e\uff0c\u4f46\u4e5f\u53ef\u4ee5\u4ece\u5305\u542b 500 \u591a\u4ebf\u4e2a\u7f51\u9875\u7684&nbsp;<a href=\"https:\/\/registry.opendata.aws\/commoncrawl\/\" target=\"_blank\" rel=\"noreferrer noopener\">Common Crawl<\/a>&nbsp;\u548c\u62e5\u6709\u7ea6 5700 \u4e07\u4e2a\u9875\u9762\u7684 Wikipedia \u7b49\u6765\u6e90\u6444\u53d6\u6570\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"seo-faq-pairs#why-are-large-language-models-important\">\u4e3a\u4ec0\u4e48\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u6b64\u91cd\u8981\uff1f<\/h2>\n\n\n\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\u975e\u5e38\u7075\u6d3b\u3002\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u6267\u884c\u5b8c\u5168\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u56de\u7b54\u95ee\u9898\u3001\u603b\u7ed3\u6587\u6863\u3001\u7ffb\u8bd1\u8bed\u8a00\u548c\u5b8c\u6210\u8bed\u53e5\u3002LLM \u6709\u53ef\u80fd\u7834\u574f\u5185\u5bb9\u521b\u4f5c\u4ee5\u53ca\u4eba\u4eec\u4f7f\u7528\u641c\u7d22\u5f15\u64ce\u548c\u865a\u62df\u52a9\u624b\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u4f46 LLM \u8868\u73b0\u51fa\u6839\u636e\u76f8\u5bf9\u8f83\u5c11\u91cf\u7684\u63d0\u793a\u6216\u8f93\u5165\u505a\u51fa\u9884\u6d4b\u7684\u975e\u51e1\u80fd\u529b\u3002LLM \u53ef\u7528\u4e8e<a href=\"https:\/\/aws.amazon.com\/ai\/generative-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd<\/a>\uff0c\u4ee5\u6839\u636e\u91c7\u7528\u4eba\u7c7b\u8bed\u8a00\u7684\u8f93\u5165\u63d0\u793a\u751f\u6210\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>LLM \u975e\u5e38\u5e9e\u5927\u3002\u5b83\u4eec\u53ef\u4ee5\u8003\u8651\u6570\u5341\u4ebf\u4e2a\u53c2\u6570\uff0c\u5e76\u4e14\u6709\u8bb8\u591a\u53ef\u80fd\u7684\u7528\u9014\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open AI \u7684 GPT-3 \u6a21\u578b\u6709 1750 \u4ebf\u4e2a\u53c2\u6570\u3002\u7c7b\u4f3c\u7684\u4ea7\u54c1 ChatGPT \u53ef\u4ee5\u4ece\u6570\u636e\u4e2d\u8bc6\u522b\u6a21\u5f0f\u5e76\u751f\u6210\u81ea\u7136\u4e14\u53ef\u8bfb\u7684\u8f93\u51fa\u3002\u867d\u7136\u6211\u4eec\u4e0d\u77e5\u9053 Claude 2 \u7684\u89c4\u6a21\uff0c\u4f46\u8be5\u6a21\u578b\u53ef\u4ee5\u5728\u6bcf\u4e2a\u63d0\u793a\u4e2d\u8f93\u5165\u591a\u8fbe 10 \u4e07\u4e2a\u4ee4\u724c\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u5904\u7406\u6570\u767e\u9875\u7684\u6280\u672f\u6587\u6863\uff0c\u751a\u81f3\u53ef\u4ee5\u5904\u7406\u6574\u672c\u4e66\u3002<\/li>\n\n\n\n<li>AI21 Labs \u7684 Jurassic-1 \u6a21\u578b\u5177\u6709 1780 \u4ebf\u4e2a\u53c2\u6570\u548c\u7531 25 \u4e07\u5355\u8bcd\u90e8\u5206\u7ec4\u6210\u7684\u4ee4\u724c\u8bcd\u6c47\u8868\u4ee5\u53ca\u7c7b\u4f3c\u7684\u5bf9\u8bdd\u529f\u80fd\u3002<\/li>\n\n\n\n<li>Cohere \u7684 Command \u6a21\u578b\u5177\u6709\u7c7b\u4f3c\u7684\u529f\u80fd\uff0c\u5e76\u4e14\u53ef\u4ee5\u4f7f\u7528 100 \u591a\u79cd\u4e0d\u540c\u7684\u8bed\u8a00\u5f00\u5c55\u5de5\u4f5c\u3002<\/li>\n\n\n\n<li>LightOn \u7684 Paradigm \u63d0\u4f9b\u6839\u57fa\u6a21\u578b\uff0c\u5e76\u4e14\u5ba3\u79f0\u8be5\u6a21\u578b\u7684\u529f\u80fd\u8d85\u8fc7 GPT-3\u3002\u6240\u6709\u8fd9\u4e9b LLM \u90fd\u5e26\u6709 API\uff0c\u53ef\u8ba9\u5f00\u53d1\u4eba\u5458\u6253\u9020\u72ec\u7279\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"seo-faq-pairs#how-do-large-language-models-work\">\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u8fd0\u4f5c\uff1f<\/h2>\n\n\n\n<p>LLM \u8fd0\u4f5c\u539f\u7406\u7684\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\u662f\u5b83\u4eec\u8868\u793a\u5355\u8bcd\u7684\u65b9\u5f0f\u3002\u65e9\u671f\u7684<a href=\"https:\/\/aws.amazon.com\/what-is\/machine-learning\/\">\u673a\u5668\u5b66\u4e60<\/a>\u4f7f\u7528\u6570\u5b57\u8868\u6765\u8868\u793a\u6bcf\u4e2a\u5355\u8bcd\u3002\u4f46\u662f\uff0c\u8fd9\u79cd\u8868\u793a\u5f62\u5f0f\u65e0\u6cd5\u8bc6\u522b\u5355\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4f8b\u5982\u5177\u6709\u76f8\u4f3c\u542b\u4e49\u7684\u5355\u8bcd\u3002\u4eba\u4eec\u91c7\u7528\u5982\u4e0b\u65b9\u5f0f\u514b\u670d\u6b64\u9650\u5236\uff1a\u4f7f\u7528\u591a\u7ef4\u5411\u91cf\uff08\u901a\u5e38\u79f0\u4e3a\u5355\u8bcd\u5d4c\u5165\uff09\u6765\u8868\u793a\u5355\u8bcd\uff0c\u4ece\u800c\u4f7f\u5177\u6709\u76f8\u4f3c\u4e0a\u4e0b\u6587\u542b\u4e49\u6216\u5176\u4ed6\u5173\u7cfb\u7684\u5355\u8bcd\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u5f7c\u6b64\u63a5\u8fd1\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u5355\u8bcd\u5d4c\u5165\uff0c\u8f6c\u6362\u5668\u53ef\u4ee5\u901a\u8fc7\u7f16\u7801\u5668\u5c06\u6587\u672c\u9884\u5904\u7406\u4e3a\u6570\u5b57\u8868\u793a\uff0c\u5e76\u7406\u89e3\u542b\u4e49\u76f8\u4f3c\u7684\u5355\u8bcd\u548c\u77ed\u8bed\u7684\u4e0a\u4e0b\u6587\u4ee5\u53ca\u5355\u8bcd\u4e4b\u95f4\u7684\u5176\u4ed6\u5173\u7cfb\uff0c\u4f8b\u5982\u8bed\u97f3\u90e8\u5206\u3002\u7136\u540e\uff0cLLM \u5c31\u53ef\u4ee5\u901a\u8fc7\u89e3\u7801\u5668\u5e94\u7528\u8fd9\u4e9b\u8bed\u8a00\u77e5\u8bc6\u6765\u751f\u6210\u72ec\u7279\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"seo-faq-pairs#what-are-applications-of-large-language-models\">\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6709\u54ea\u4e9b\u5e94\u7528\uff1f<\/h2>\n\n\n\n<p>LLM \u6709\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6587\u6848\u5199\u4f5c<\/h3>\n\n\n\n<p>\u9664\u4e86 GPT-3 \u548c ChatGPT \u4e4b\u5916\uff0cClaude\u3001Llama 2\u3001Cohere Command \u548c Jurassic \u4e5f\u53ef\u7f16\u5199\u539f\u4ef6\u3002AI21 Wordspice \u5efa\u8bae\u4fee\u6539\u539f\u59cb\u8bed\u53e5\u4ee5\u6539\u5584\u98ce\u683c\u548c\u8bed\u97f3\u3002<\/p>\n\n\n\n<h3 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