{"id":25689,"date":"2025-04-19T13:22:12","date_gmt":"2025-04-19T05:22:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/25689.html"},"modified":"2025-04-19T13:22:12","modified_gmt":"2025-04-19T05:22:12","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%ef%bc%8c%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%80%89%e8%b4%ad%e9%85%8d%e7%bd%ae%e9%80%9a%e7%94%a8%e6%80%9d%e8%b7%af%e6%8c%87%e5%8d%97%e3%80%90%e9%80%82%e5%90%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/25689.html","title":{"rendered":"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-1.\u9700\u6c42\u5206\u6790-toc\" style=\"margin-left:0px\">1. \u9700\u6c42\u5206\u6790<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.\u9009\u62e9\u670d\u52a1\u5668\u7c7b\u578b-toc\" style=\"margin-left:0px\">2. \u9009\u62e9\u670d\u52a1\u5668\u7c7b\u578b<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.1\u4e91\u670d\u52a1\u5668-toc\" style=\"margin-left:40px\">2.1 \u4e91\u670d\u52a1\u5668<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.2\u7269\u7406\u670d\u52a1\u5668-toc\" style=\"margin-left:40px\">2.2 \u7269\u7406\u670d\u52a1\u5668<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.3\u8fb9\u7f18\u670d\u52a1\u5668-toc\" style=\"margin-left:40px\">2.3 \u8fb9\u7f18\u670d\u52a1\u5668<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.\u786c\u4ef6\u914d\u7f6e\u9009\u62e9-toc\" style=\"margin-left:0px\">3. \u786c\u4ef6\u914d\u7f6e\u9009\u62e9<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.1CPU-toc\" style=\"margin-left:40px\">3.1 CPU<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.2GPU-toc\" style=\"margin-left:40px\">3.2 GPU<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.3\u5185\u5b58-toc\" style=\"margin-left:40px\">3.3 \u5185\u5b58<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.4\u5b58\u50a8-toc\" style=\"margin-left:40px\">3.4 \u5b58\u50a8<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.5\u7f51\u7edc-toc\" style=\"margin-left:40px\">3.5 \u7f51\u7edc<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-4.\u9009\u62e9\u64cd\u4f5c\u7cfb\u7edf-toc\" style=\"margin-left:0px\">4. \u9009\u62e9\u64cd\u4f5c\u7cfb\u7edf<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.\u5b89\u88c5\u5fc5\u8981\u8f6f\u4ef6-toc\" style=\"margin-left:0px\">5. \u5b89\u88c5\u5fc5\u8981\u8f6f\u4ef6<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.1\u57fa\u7840\u73af\u5883-toc\" style=\"margin-left:40px\">5.1 \u57fa\u7840\u73af\u5883<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.2AI\u6846\u67b6-toc\" style=\"margin-left:40px\">5.2 AI\u6846\u67b6<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.3GPU\u652f\u6301-toc\" style=\"margin-left:40px\">5.3 GPU\u652f\u6301<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.4\u5bb9\u5668\u5316&#xff08;\u53ef\u9009&#xff09;-toc\" style=\"margin-left:40px\">5.4 \u5bb9\u5668\u5316&#xff08;\u53ef\u9009&#xff09;<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.\u90e8\u7f72\u6a21\u578b-toc\" style=\"margin-left:0px\">6. \u90e8\u7f72\u6a21\u578b<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.1\u6a21\u578b\u52a0\u8f7d-toc\" style=\"margin-left:40px\">6.1 \u6a21\u578b\u52a0\u8f7d<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.2API\u90e8\u7f72-toc\" style=\"margin-left:40px\">6.2 API\u90e8\u7f72<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.3\u524d\u7aef\u96c6\u6210&#xff08;\u53ef\u9009&#xff09;-toc\" style=\"margin-left:40px\">6.3 \u524d\u7aef\u96c6\u6210&#xff08;\u53ef\u9009&#xff09;<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-7.\u6d4b\u8bd5\u4e0e\u4f18\u5316-toc\" style=\"margin-left:40px\">7. \u6d4b\u8bd5\u4e0e\u4f18\u5316<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-7.1\u6027\u80fd\u6d4b\u8bd5-toc\" style=\"margin-left:40px\">7.1 \u6027\u80fd\u6d4b\u8bd5<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-7.2\u4f18\u5316-toc\" style=\"margin-left:40px\">7.2 \u4f18\u5316<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-8.\u5b89\u5168\u4e0e\u7ef4\u62a4-toc\" style=\"margin-left:0px\">8. \u5b89\u5168\u4e0e\u7ef4\u62a4<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-8.1\u5b89\u5168\u63aa\u65bd-toc\" style=\"margin-left:40px\">8.1 \u5b89\u5168\u63aa\u65bd<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-8.2\u7ef4\u62a4-toc\" style=\"margin-left:40px\">8.2 \u7ef4\u62a4<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-9.\u76d1\u63a7\u4e0e\u6269\u5c55-toc\" style=\"margin-left:0px\">9. \u76d1\u63a7\u4e0e\u6269\u5c55<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-9.1\u76d1\u63a7\u5de5\u5177-toc\" style=\"margin-left:40px\">9.1 \u76d1\u63a7\u5de5\u5177<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-9.2\u6269\u5c55-toc\" style=\"margin-left:40px\">9.2 \u6269\u5c55<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-10.\u6210\u672c\u63a7\u5236-toc\" style=\"margin-left:0px\">10. \u6210\u672c\u63a7\u5236<\/p>\n<p id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-\u603b\u7ed3-toc\" style=\"margin-left:0px\">\u603b\u7ed3<\/p>\n<hr id=\"hr-toc\" \/>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"670\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419052210-68033302a54e4.jpg\" width=\"789\" \/><\/p>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-1.\u9700\u6c42\u5206\u6790\">1. \u9700\u6c42\u5206\u6790<\/h2>\n<p>\u5728\u8d2d\u4e70\u670d\u52a1\u5668\u4e4b\u524d&#xff0c;\u660e\u786e\u9700\u6c42\u662f\u5173\u952e\u3002\u4ee5\u4e0b\u95ee\u9898\u9700\u8981\u56de\u7b54&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u7c7b\u578b&#xff1a;\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b&#xff08;\u5982CNN\u3001RNN\u3001Transformer&#xff09;\u8fd8\u662f\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u9700\u6c42&#xff1a;\u662f\u5426\u9700\u8981GPU\u52a0\u901f&#xff1f;\u6a21\u578b\u8bad\u7ec3\u8fd8\u662f\u63a8\u7406&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u89c4\u6a21&#xff1a;\u6570\u636e\u96c6\u6709\u591a\u5927&#xff1f;\u662f\u5426\u9700\u8981\u5927\u5bb9\u91cf\u5b58\u50a8&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5e76\u53d1\u9700\u6c42&#xff1a;\u9884\u8ba1\u6709\u591a\u5c11\u7528\u6237\u6216\u8bf7\u6c42\u540c\u65f6\u8bbf\u95ee\u6a21\u578b&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u9884\u7b97&#xff1a;\u786c\u4ef6\u548c\u8fd0\u7ef4\u7684\u9884\u7b97\u662f\u591a\u5c11&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.\u9009\u62e9\u670d\u52a1\u5668\u7c7b\u578b\">2. \u9009\u62e9\u670d\u52a1\u5668\u7c7b\u578b<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"513\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419052210-68033302ecd04.png\" width=\"759\" \/><\/p>\n<p>\u6839\u636e\u9700\u6c42\u9009\u62e9\u9002\u5408\u7684\u670d\u52a1\u5668\u7c7b\u578b&#xff1a;<\/p>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.1\u4e91\u670d\u52a1\u5668\">2.1 \u4e91\u670d\u52a1\u5668<\/h3>\n<ul>\n<li>\n<p>\u4f18\u70b9&#xff1a;\u5f39\u6027\u6269\u5c55\u3001\u6309\u9700\u4ed8\u8d39\u3001\u65e0\u9700\u7ef4\u62a4\u786c\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u4e2d\u5c0f\u578b\u9879\u76ee\u3001\u5feb\u901f\u539f\u578b\u5f00\u53d1\u3001\u4e34\u65f6\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u63a8\u8350\u5e73\u53f0&#xff1a;<\/p>\n<ul>\n<li>\n<p>AWS&#xff08;Amazon Web Services&#xff09;&#xff1a;EC2\u5b9e\u4f8b\u3001SageMaker\u3002<\/p>\n<\/li>\n<li>\n<p>Google Cloud&#xff1a;AI Platform\u3001Compute Engine\u3002<\/p>\n<\/li>\n<li>\n<p>Microsoft Azure&#xff1a;Azure ML\u3001Virtual Machines\u3002<\/p>\n<\/li>\n<li>\n<p>\u963f\u91cc\u4e91\/\u817e\u8baf\u4e91&#xff1a;\u9002\u5408\u56fd\u5185\u7528\u6237&#xff0c;\u6027\u4ef7\u6bd4\u9ad8\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.2\u7269\u7406\u670d\u52a1\u5668\">2.2 \u7269\u7406\u670d\u52a1\u5668<\/h3>\n<ul>\n<li>\n<p>\u4f18\u70b9&#xff1a;\u5b8c\u5168\u63a7\u5236\u786c\u4ef6\u3001\u957f\u671f\u4f7f\u7528\u6210\u672c\u4f4e\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u5927\u578b\u9879\u76ee\u3001\u957f\u671f\u7a33\u5b9a\u9700\u6c42\u3001\u6570\u636e\u9690\u79c1\u8981\u6c42\u9ad8\u3002<\/p>\n<\/li>\n<li>\n<p>\u63a8\u8350\u54c1\u724c&#xff1a;<\/p>\n<ul>\n<li>\n<p>Dell\u3001HP\u3001\u8054\u60f3&#xff1a;\u63d0\u4f9b\u9ad8\u6027\u80fd\u670d\u52a1\u5668\u3002<\/p>\n<\/li>\n<li>\n<p>Supermicro&#xff1a;\u9002\u5408\u5b9a\u5236\u5316\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-2.3\u8fb9\u7f18\u670d\u52a1\u5668\">2.3 \u8fb9\u7f18\u670d\u52a1\u5668<\/h3>\n<ul>\n<li>\n<p>\u4f18\u70b9&#xff1a;\u4f4e\u5ef6\u8fdf\u3001\u6570\u636e\u672c\u5730\u5316\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u7269\u8054\u7f51&#xff08;IoT&#xff09;\u3001\u5b9e\u65f6\u63a8\u7406\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.\u786c\u4ef6\u914d\u7f6e\u9009\u62e9\">3. \u786c\u4ef6\u914d\u7f6e\u9009\u62e9<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"596\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419052211-6803330329301.png\" width=\"854\" \/><\/p>\n<p>\u6839\u636e\u6a21\u578b\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u786c\u4ef6\u914d\u7f6e&#xff1a;<\/p>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.1CPU\">3.1 CPU<\/h3>\n<ul>\n<li>\n<p>\u63a8\u8350&#xff1a;\u591a\u6838\u9ad8\u6027\u80fdCPU&#xff08;\u5982Intel Xeon\u3001AMD EPYC&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u3001\u5c0f\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.2GPU\">3.2 GPU<\/h3>\n<ul>\n<li>\n<p>\u63a8\u8350&#xff1a;<\/p>\n<ul>\n<li>\n<p>NVIDIA Tesla\u7cfb\u5217&#xff08;\u5982A100\u3001V100&#xff09;&#xff1a;\u9002\u5408\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u3002<\/p>\n<\/li>\n<li>\n<p>NVIDIA RTX\u7cfb\u5217&#xff08;\u59823090\u30014090&#xff09;&#xff1a;\u6027\u4ef7\u6bd4\u9ad8&#xff0c;\u9002\u5408\u4e2d\u5c0f\u89c4\u6a21\u9879\u76ee\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u548c\u63a8\u7406\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.3\u5185\u5b58\">3.3 \u5185\u5b58<\/h3>\n<ul>\n<li>\n<p>\u63a8\u8350&#xff1a;\u81f3\u5c1132GB&#xff0c;\u5927\u89c4\u6a21\u6a21\u578b\u9700\u8981128GB\u6216\u66f4\u9ad8\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u6216\u590d\u6742\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.4\u5b58\u50a8\">3.4 \u5b58\u50a8<\/h3>\n<ul>\n<li>\n<p>\u63a8\u8350&#xff1a;<\/p>\n<ul>\n<li>\n<p>SSD&#xff1a;\u9ad8\u901f\u8bfb\u5199&#xff0c;\u9002\u5408\u9891\u7e41\u8bbf\u95ee\u7684\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>HDD&#xff1a;\u5927\u5bb9\u91cf\u5b58\u50a8&#xff0c;\u9002\u5408\u51b7\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5bb9\u91cf&#xff1a;\u6839\u636e\u6570\u636e\u96c6\u5927\u5c0f\u9009\u62e9&#xff0c;\u5efa\u8bae\u81f3\u5c111TB\u8d77\u6b65\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-3.5\u7f51\u7edc\">3.5 \u7f51\u7edc<\/h3>\n<ul>\n<li>\n<p>\u63a8\u8350&#xff1a;\u5343\u5146\u6216\u4e07\u5146\u7f51\u5361&#xff0c;\u786e\u4fdd\u6570\u636e\u4f20\u8f93\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u5206\u5e03\u5f0f\u8bad\u7ec3\u6216\u591a\u8282\u70b9\u90e8\u7f72\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-4.\u9009\u62e9\u64cd\u4f5c\u7cfb\u7edf\">4. \u9009\u62e9\u64cd\u4f5c\u7cfb\u7edf<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"385\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419052211-68033303748bb.png\" width=\"521\" \/><\/p>\n<ul>\n<li>\n<p>Linux&#xff08;\u63a8\u8350&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\n<p>Ubuntu&#xff1a;\u793e\u533a\u652f\u6301\u5e7f\u6cdb&#xff0c;\u9002\u5408\u5927\u591a\u6570AI\u6846\u67b6\u3002<\/p>\n<\/li>\n<li>\n<p>CentOS&#xff1a;\u7a33\u5b9a\u6027\u9ad8&#xff0c;\u9002\u5408\u4f01\u4e1a\u7ea7\u5e94\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Windows&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9002\u5408\u719f\u6089Windows\u73af\u5883\u7684\u7528\u6237&#xff0c;\u4f46AI\u751f\u6001\u652f\u6301\u8f83\u5f31\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.\u5b89\u88c5\u5fc5\u8981\u8f6f\u4ef6\">5. \u5b89\u88c5\u5fc5\u8981\u8f6f\u4ef6<\/h2>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.1\u57fa\u7840\u73af\u5883\">5.1 \u57fa\u7840\u73af\u5883<\/h3>\n<ul>\n<li>\n<p>Python&#xff1a;\u5b89\u88c5Python 3.8\u6216\u4ee5\u4e0a\u7248\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u865a\u62df\u73af\u5883&#xff1a;\u4f7f\u7528conda\u6216venv\u521b\u5efa\u9694\u79bb\u73af\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.2AI\u6846\u67b6\">5.2 AI\u6846\u67b6<\/h3>\n<ul>\n<li>\n<p>TensorFlow&#xff1a;Google\u5f00\u53d1\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002<\/p>\n<\/li>\n<li>\n<p>PyTorch&#xff1a;Facebook\u5f00\u53d1&#xff0c;\u7814\u7a76\u9886\u57df\u5e7f\u6cdb\u4f7f\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u5176\u4ed6&#xff1a;Keras\u3001Scikit-learn\u3001XGBoost\u7b49\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.3GPU\u652f\u6301\">5.3 GPU\u652f\u6301<\/h3>\n<ul>\n<li>\n<p>CUDA&#xff1a;NVIDIA\u7684\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0\u3002<\/p>\n<\/li>\n<li>\n<p>cuDNN&#xff1a;\u6df1\u5ea6\u5b66\u4e60\u52a0\u901f\u5e93\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-5.4\u5bb9\u5668\u5316&#xff08;\u53ef\u9009&#xff09;\">5.4 \u5bb9\u5668\u5316&#xff08;\u53ef\u9009&#xff09;<\/h3>\n<ul>\n<li>\n<p>Docker&#xff1a;\u6253\u5305\u73af\u5883\u548c\u4f9d\u8d56&#xff0c;\u4fbf\u4e8e\u90e8\u7f72\u3002<\/p>\n<\/li>\n<li>\n<p>Kubernetes&#xff1a;\u7ba1\u7406\u5bb9\u5668\u5316\u5e94\u7528&#xff0c;\u9002\u5408\u5927\u89c4\u6a21\u90e8\u7f72\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.\u90e8\u7f72\u6a21\u578b\">6. \u90e8\u7f72\u6a21\u578b<\/h2>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.1\u6a21\u578b\u52a0\u8f7d\">6.1 \u6a21\u578b\u52a0\u8f7d<\/h3>\n<ul>\n<li>\n<p>\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u6587\u4ef6&#xff08;\u5982.h5\u3001.pt\u3001.onnx&#xff09;\u52a0\u8f7d\u5230\u670d\u52a1\u5668\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.2API\u90e8\u7f72\">6.2 API\u90e8\u7f72<\/h3>\n<ul>\n<li>\n<p>Flask&#xff1a;\u8f7b\u91cf\u7ea7Web\u6846\u67b6&#xff0c;\u9002\u5408\u5c0f\u578b\u9879\u76ee\u3002<\/p>\n<\/li>\n<li>\n<p>FastAPI&#xff1a;\u9ad8\u6027\u80fdAPI\u6846\u67b6&#xff0c;\u9002\u5408\u751f\u4ea7\u73af\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>TensorFlow Serving&#xff1a;\u4e13\u4e3aTensorFlow\u6a21\u578b\u8bbe\u8ba1\u3002<\/p>\n<\/li>\n<li>\n<p>TorchServe&#xff1a;\u4e13\u4e3aPyTorch\u6a21\u578b\u8bbe\u8ba1\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-6.3\u524d\u7aef\u96c6\u6210&#xff08;\u53ef\u9009&#xff09;\">6.3 \u524d\u7aef\u96c6\u6210&#xff08;\u53ef\u9009&#xff09;<\/h3>\n<ul>\n<li>\n<p>\u4f7f\u7528React\u3001Vue.js\u7b49\u6846\u67b6\u5f00\u53d1\u524d\u7aef\u754c\u9762&#xff0c;\u4e0e\u6a21\u578bAPI\u4ea4\u4e92\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-7.\u6d4b\u8bd5\u4e0e\u4f18\u5316\">7. \u6d4b\u8bd5\u4e0e\u4f18\u5316<\/h3>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-7.1\u6027\u80fd\u6d4b\u8bd5\">7.1 \u6027\u80fd\u6d4b\u8bd5<\/h3>\n<ul>\n<li>\n<p>\u4f7f\u7528\u5de5\u5177&#xff08;\u5982Apache Benchmark\u3001Locust&#xff09;\u6d4b\u8bd5API\u7684\u5e76\u53d1\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u76d1\u63a7GPU\u548cCPU\u5229\u7528\u7387&#xff0c;\u786e\u4fdd\u8d44\u6e90\u5408\u7406\u5206\u914d\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-7.2\u4f18\u5316\">7.2 \u4f18\u5316<\/h3>\n<ul>\n<li>\n<p>\u6a21\u578b\u91cf\u5316&#xff1a;\u51cf\u5c11\u6a21\u578b\u5927\u5c0f&#xff0c;\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5206\u5e03\u5f0f\u8bad\u7ec3&#xff1a;\u591aGPU\u6216\u591a\u8282\u70b9\u8bad\u7ec3&#xff0c;\u52a0\u901f\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f13\u5b58&#xff1a;\u4f7f\u7528Redis\u7b49\u7f13\u5b58\u4e2d\u95f4\u7ed3\u679c&#xff0c;\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-8.\u5b89\u5168\u4e0e\u7ef4\u62a4\">8. \u5b89\u5168\u4e0e\u7ef4\u62a4<\/h2>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-8.1\u5b89\u5168\u63aa\u65bd\">8.1 \u5b89\u5168\u63aa\u65bd<\/h3>\n<ul>\n<li>\n<p>\u9632\u706b\u5899&#xff1a;\u9650\u5236\u4e0d\u5fc5\u8981\u7684\u7aef\u53e3\u8bbf\u95ee\u3002<\/p>\n<\/li>\n<li>\n<p>HTTPS&#xff1a;\u4e3aAPI\u542f\u7528SSL\/TLS\u52a0\u5bc6\u3002<\/p>\n<\/li>\n<li>\n<p>\u8eab\u4efd\u9a8c\u8bc1&#xff1a;\u4f7f\u7528OAuth\u3001JWT\u7b49\u4fdd\u62a4API\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-8.2\u7ef4\u62a4\">8.2 \u7ef4\u62a4<\/h3>\n<ul>\n<li>\n<p>\u65e5\u5fd7\u76d1\u63a7&#xff1a;\u4f7f\u7528ELK&#xff08;Elasticsearch\u3001Logstash\u3001Kibana&#xff09;\u76d1\u63a7\u7cfb\u7edf\u65e5\u5fd7\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u671f\u5907\u4efd&#xff1a;\u5907\u4efd\u6a21\u578b\u548c\u6570\u636e&#xff0c;\u9632\u6b62\u4e22\u5931\u3002<\/p>\n<\/li>\n<li>\n<p>\u66f4\u65b0&#xff1a;\u5b9a\u671f\u66f4\u65b0\u64cd\u4f5c\u7cfb\u7edf\u548c\u8f6f\u4ef6&#xff0c;\u4fee\u590d\u6f0f\u6d1e\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-9.\u76d1\u63a7\u4e0e\u6269\u5c55\">9. \u76d1\u63a7\u4e0e\u6269\u5c55<\/h2>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-9.1\u76d1\u63a7\u5de5\u5177\">9.1 \u76d1\u63a7\u5de5\u5177<\/h3>\n<ul>\n<li>\n<p>Prometheus &#043; Grafana&#xff1a;\u76d1\u63a7\u670d\u52a1\u5668\u6027\u80fd\u548c\u6a21\u578b\u8fd0\u884c\u72b6\u6001\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e91\u5e73\u53f0\u76d1\u63a7&#xff1a;AWS CloudWatch\u3001Google Cloud Monitoring\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-9.2\u6269\u5c55\">9.2 \u6269\u5c55<\/h3>\n<ul>\n<li>\n<p>\u5782\u76f4\u6269\u5c55&#xff1a;\u5347\u7ea7\u786c\u4ef6&#xff08;\u5982\u589e\u52a0GPU\u3001\u5185\u5b58&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u6c34\u5e73\u6269\u5c55&#xff1a;\u589e\u52a0\u670d\u52a1\u5668\u8282\u70b9&#xff0c;\u4f7f\u7528\u8d1f\u8f7d\u5747\u8861\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-10.\u6210\u672c\u63a7\u5236\">10. \u6210\u672c\u63a7\u5236<\/h2>\n<ul>\n<li>\n<p>\u4e91\u670d\u52a1\u5668&#xff1a;\u6839\u636e\u4f7f\u7528\u65f6\u95f4\u9009\u62e9\u6309\u9700\u6216\u9884\u7559\u5b9e\u4f8b\u3002<\/p>\n<\/li>\n<li>\n<p>\u7269\u7406\u670d\u52a1\u5668&#xff1a;\u8003\u8651\u957f\u671f\u4f7f\u7528\u6210\u672c&#xff0c;\u9009\u62e9\u6027\u4ef7\u6bd4\u9ad8\u7684\u786c\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u8d44\u6e90&#xff1a;\u5173\u95ed\u4e0d\u5fc5\u8981\u7684\u670d\u52a1&#xff0c;\u5408\u7406\u5206\u914d\u8d44\u6e90\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"id-\u4e70\u670d\u52a1\u5668\u90e8\u7f72AI\u6a21\u578b\u6307\u5357-\u603b\u7ed3\">\u603b\u7ed3<\/h2>\n<p>\u8d2d\u4e70\u670d\u52a1\u5668\u5e76\u90e8\u7f72AI\u6a21\u578b\u662f\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u8fc7\u7a0b&#xff0c;\u9700\u8981\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u786c\u4ef6\u3001\u8f6f\u4ef6\u548c\u90e8\u7f72\u65b9\u6848\u3002\u901a\u8fc7\u5408\u7406\u7684\u89c4\u5212\u548c\u4f18\u5316&#xff0c;\u53ef\u4ee5\u786e\u4fdd\u6a21\u578b\u9ad8\u6548\u8fd0\u884c\u5e76\u63a7\u5236\u6210\u672c\u3002<\/p>\n<p>\u672c\u6587\u6574\u7406\u4e86\u5728\u90e8\u7f72\u642d\u5efa\u5927\u6a21\u578b\u670d\u52a1\u65f6\u9700\u8981\u8003\u8651\u7684\u4e00\u4e9b\u6ce8\u610f\u4e8b\u9879&#xff0c;\u53ef\u4f5c\u4e3a\u4e2a\u4eba\u548c\u4f01\u4e1a\u5728\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u7684\u53c2\u8003\u4f7f\u7528\u3002\u5982\u679c\u8865\u5145\u548c\u7591\u95ee&#xff0c;\u6b22\u8fce\u5927\u5bb6\u8bc4\u8bba\u533a\u7559\u8a00\u8ba8\u8bba&#xff01;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.6k\u6b21\uff0c\u70b9\u8d5e25\u6b21\uff0c\u6536\u85cf25\u6b21\u3002\u8d2d\u4e70\u670d\u52a1\u5668\u5e76\u90e8\u7f72AI\u6a21\u578b\u662f\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u786c\u4ef6\u3001\u8f6f\u4ef6\u548c\u90e8\u7f72\u65b9\u6848\u3002\u672c\u6587\u6574\u7406\u4e86\u5728\u90e8\u7f72\u642d\u5efa\u5927\u6a21\u578b\u670d\u52a1\u65f6\u9700\u8981\u8003\u8651\u7684\u4e00\u4e9b\u6ce8\u610f\u4e8b\u9879\uff0c\u53ef\u4f5c\u4e3a\u4e2a\u4eba\u548c\u4f01\u4e1a\u5728\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u7684\u53c2\u8003\u4f7f\u7528\u3002\uff1a\u4f7f\u7528ELK\uff08Elasticsearch\u3001Logstash\u3001Kibana\uff09\u76d1\u63a7\u7cfb\u7edf\u65e5\u5fd7\u3002\uff1a\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff08\u5982CNN\u3001RNN\u3001Transformer\uff09\u8fd8\u662f\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff1f\uff08\u59823090\u30014090\uff09\uff1a\u6027\u4ef7\u6bd4\u9ad8\uff0c\u9002\u5408\u4e2d\u5c0f\u89c4\u6a21\u9879\u76ee\u3002\uff08\u5982A100\u3001V100\uff09\uff1a\u9002\u5408\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u3002\uff1a\u5927\u578b\u9879\u76ee\u3001\u957f\u671f\u7a33\u5b9a\u9700\u6c42\u3001\u6570\u636e\u9690\u79c1\u8981\u6c42\u9ad8\u3002_ai\u670d\u52a1\u5668\u914d\u7f6e<\/p>\n","protected":false},"author":2,"featured_media":25685,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,132,43,207,51,44],"topic":[],"class_list":["post-25689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-132","tag-43","tag-207","tag-51","tag-44"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/25689.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.6k\u6b21\uff0c\u70b9\u8d5e25\u6b21\uff0c\u6536\u85cf25\u6b21\u3002\u8d2d\u4e70\u670d\u52a1\u5668\u5e76\u90e8\u7f72AI\u6a21\u578b\u662f\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u786c\u4ef6\u3001\u8f6f\u4ef6\u548c\u90e8\u7f72\u65b9\u6848\u3002\u672c\u6587\u6574\u7406\u4e86\u5728\u90e8\u7f72\u642d\u5efa\u5927\u6a21\u578b\u670d\u52a1\u65f6\u9700\u8981\u8003\u8651\u7684\u4e00\u4e9b\u6ce8\u610f\u4e8b\u9879\uff0c\u53ef\u4f5c\u4e3a\u4e2a\u4eba\u548c\u4f01\u4e1a\u5728\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u7684\u53c2\u8003\u4f7f\u7528\u3002\uff1a\u4f7f\u7528ELK\uff08Elasticsearch\u3001Logstash\u3001Kibana\uff09\u76d1\u63a7\u7cfb\u7edf\u65e5\u5fd7\u3002\uff1a\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff08\u5982CNN\u3001RNN\u3001Transformer\uff09\u8fd8\u662f\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff1f\uff08\u59823090\u30014090\uff09\uff1a\u6027\u4ef7\u6bd4\u9ad8\uff0c\u9002\u5408\u4e2d\u5c0f\u89c4\u6a21\u9879\u76ee\u3002\uff08\u5982A100\u3001V100\uff09\uff1a\u9002\u5408\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u3002\uff1a\u5927\u578b\u9879\u76ee\u3001\u957f\u671f\u7a33\u5b9a\u9700\u6c42\u3001\u6570\u636e\u9690\u79c1\u8981\u6c42\u9ad8\u3002_ai\u670d\u52a1\u5668\u914d\u7f6e\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/25689.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-19T05:22:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419052210-68033302a54e4.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/25689.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/25689.html\",\"name\":\"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-04-19T05:22:12+00:00\",\"dateModified\":\"2025-04-19T05:22:12+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/25689.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/25689.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/25689.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/25689.html","og_locale":"zh_CN","og_type":"article","og_title":"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.6k\u6b21\uff0c\u70b9\u8d5e25\u6b21\uff0c\u6536\u85cf25\u6b21\u3002\u8d2d\u4e70\u670d\u52a1\u5668\u5e76\u90e8\u7f72AI\u6a21\u578b\u662f\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u786c\u4ef6\u3001\u8f6f\u4ef6\u548c\u90e8\u7f72\u65b9\u6848\u3002\u672c\u6587\u6574\u7406\u4e86\u5728\u90e8\u7f72\u642d\u5efa\u5927\u6a21\u578b\u670d\u52a1\u65f6\u9700\u8981\u8003\u8651\u7684\u4e00\u4e9b\u6ce8\u610f\u4e8b\u9879\uff0c\u53ef\u4f5c\u4e3a\u4e2a\u4eba\u548c\u4f01\u4e1a\u5728\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u7684\u53c2\u8003\u4f7f\u7528\u3002\uff1a\u4f7f\u7528ELK\uff08Elasticsearch\u3001Logstash\u3001Kibana\uff09\u76d1\u63a7\u7cfb\u7edf\u65e5\u5fd7\u3002\uff1a\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff08\u5982CNN\u3001RNN\u3001Transformer\uff09\u8fd8\u662f\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff1f\uff08\u59823090\u30014090\uff09\uff1a\u6027\u4ef7\u6bd4\u9ad8\uff0c\u9002\u5408\u4e2d\u5c0f\u89c4\u6a21\u9879\u76ee\u3002\uff08\u5982A100\u3001V100\uff09\uff1a\u9002\u5408\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u3002\uff1a\u5927\u578b\u9879\u76ee\u3001\u957f\u671f\u7a33\u5b9a\u9700\u6c42\u3001\u6570\u636e\u9690\u79c1\u8981\u6c42\u9ad8\u3002_ai\u670d\u52a1\u5668\u914d\u7f6e","og_url":"https:\/\/www.wsisp.com\/helps\/25689.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-04-19T05:22:12+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419052210-68033302a54e4.jpg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/25689.html","url":"https:\/\/www.wsisp.com\/helps\/25689.html","name":"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-04-19T05:22:12+00:00","dateModified":"2025-04-19T05:22:12+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/25689.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/25689.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/25689.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"AI\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u670d\u52a1\u5668\u9009\u8d2d\u914d\u7f6e\u901a\u7528\u601d\u8def\u6307\u5357\u3010\u9002\u5408\u4e2a\u4eba\u548c\u4f01\u4e1a\u3011\uff08\u5efa\u8bae\u6536\u85cf\uff09"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/25689","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=25689"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/25689\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/25685"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=25689"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=25689"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=25689"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=25689"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}