{"id":115003,"date":"2026-10-10T21:25:11","date_gmt":"2026-10-10T13:25:11","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115003.html"},"modified":"2026-10-10T21:25:11","modified_gmt":"2026-10-10T13:25:11","slug":"%e3%80%90%e5%b9%b2%e8%b4%a7%e3%80%91%e8%ae%a1%e7%ae%97%e6%9c%ba%e4%b8%93%e4%b8%9a%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1%e9%a2%98%e7%9b%ae%e5%88%ab%e7%9e%8e%e9%80%89%ef%bc%81%e5%b0%8f%e7%a8%8b%e5%ba%8fa","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115003.html","title":{"rendered":"\u3010\u5e72\u8d27\u3011\u8ba1\u7b97\u673a\u4e13\u4e1a\u6bd5\u4e1a\u8bbe\u8ba1\u9898\u76ee\u522b\u778e\u9009\uff01\u5c0f\u7a0b\u5e8f+AI\u3001\u5927\u6570\u636e+\u6a21\u578b\u9884\u6d4b\u3001YOLO+\u68c0\u6d4b\u3001RAG+\u77e5\u8bc6\u5e93\u9009\u9898\u653b\u7565\uff0c\u4e00\u7bc7\u641e\u5b9a\u6bd5\u8bbe\u9009\u9898\uff01"},"content":{"rendered":"<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;IT\u8dc3\u8fc1\u8c37\u6bd5\u8bbe\u5c55 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Python\u3001Pandas\u3001Sklearn\u3001Pyecharts\u3001Echarts&#xff0c;\u60f3\u901a\u8fc7\u6570\u636e\u5206\u6790\u548c\u6a21\u578b\u9884\u6d4b\u5b8c\u6210\u6bd5\u8bbe\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001YOLO&#043;\u68c0\u6d4b\/\u6df1\u5ea6\u5b66\u4e60&#xff1a;\u9002\u5408\u60f3\u51b2\u7b97\u6cd5\u3001\u89c6\u89c9\u65b9\u5411\u7684\u540c\u5b66<\/h3>\n<p>\u6df1\u5ea6\u5b66\u4e60\u7c7b\u9898\u76ee\u6700\u5927\u7684\u7279\u70b9\u662f&#xff1a;\u6f14\u793a\u6548\u679c\u76f4\u89c2\u3002 \u4f60\u8bad\u7ec3\u4e00\u4e2a YOLO \u6a21\u578b&#xff0c;\u80fd\u6846\u51fa\u56fe\u7247\u91cc\u7684\u76ee\u6807&#xff0c;\u7b54\u8fa9\u65f6\u653e\u4e00\u6bb5\u68c0\u6d4b\u89c6\u9891&#xff0c;\u6548\u679c\u6bd4\u7eaf\u7ba1\u7406\u7cfb\u7edf\u9707\u64bc\u5f97\u591a\u3002<\/p>\n<p>\u4f46\u8fd9\u7c7b\u9898\u76ee\u4e5f\u6709\u95e8\u69db&#xff1a;\u9700\u8981\u6570\u636e\u96c6\u3001\u9700\u8981\u6807\u6ce8\u3001\u9700\u8981 GPU \u6216 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Python\u3001PyTorch\u3001OpenCV&#xff0c;\u613f\u610f\u505a\u56fe\u50cf\u6807\u6ce8\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u68c0\u6d4b\u754c\u9762\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001RAG&#043;\u77e5\u8bc6\u5e93&#xff1a;\u9002\u5408\u60f3\u8e6d\u5927\u6a21\u578b\u3001AI \u5e94\u7528\u70ed\u70b9\u7684\u540c\u5b66<\/h3>\n<p>RAG&#xff0c;\u5168\u79f0 Retrieval-Augmented Generation&#xff0c;\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002 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RAG\u3002\u8fd9\u7c7b\u9898\u76ee\u73b0\u5728\u975e\u5e38\u70ed&#xff0c;\u7b54\u8fa9\u65f6\u4e5f\u5bb9\u6613\u8bb2\u51fa\u521b\u65b0\u70b9\u3002<\/p>\n<li>\u9762\u5411\u6821\u56ed\u77e5\u8bc6\u5e93\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u57fa\u4e8e\u6821\u56ed\u5236\u5ea6\u3001\u8bfe\u7a0b\u3001\u529e\u4e8b\u6587\u6863\u6784\u5efa\u95ee\u7b54\u7cfb\u7edf\u3002<\/li>\n<li>\u57fa\u4e8e\u5927\u6a21\u578b\u4e0e RAG \u7684\u4f01\u4e1a\u5185\u90e8\u77e5\u8bc6\u5e93\u95ee\u7b54\u5e73\u53f0\u8bbe\u8ba1\u4e0e\u5f00\u53d1&#xff1a;\u5c06\u4f01\u4e1a\u6587\u6863\u63a5\u5165\u5927\u6a21\u578b&#xff0c;\u5b9e\u73b0\u5185\u90e8\u77e5\u8bc6\u68c0\u7d22\u4e0e\u95ee\u7b54\u3002<\/li>\n<li>\u57fa\u4e8e RAG \u7684\u91d1\u878d\u9886\u57df\u77e5\u8bc6\u95ee\u7b54\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u9762\u5411\u91d1\u878d\u653f\u7b56\u3001\u4ea7\u54c1\u548c\u672f\u8bed&#xff0c;\u63d0\u4f9b\u53ef\u6eaf\u6e90\u7684\u667a\u80fd\u95ee\u7b54\u3002<\/li>\n<li>\u9762\u5411\u519c\u4e1a\u6280\u672f\u6587\u6863\u7684 RAG \u519c\u6280\u77e5\u8bc6\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u5e2e\u52a9\u519c\u6237\u67e5\u8be2\u79cd\u690d\u3001\u65bd\u80a5\u3001\u75c5\u866b\u5bb3\u9632\u6cbb\u77e5\u8bc6\u3002<\/li>\n<li>\u9762\u5411\u804c\u4e1a\u8003\u8bd5\u9898\u5e93\u8d44\u6599\u7684 RAG \u5907\u8003\u7b54\u7591\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u57fa\u4e8e\u9898\u5e93\u548c\u6559\u6750\u8d44\u6599&#xff0c;\u4e3a\u8003\u751f\u63d0\u4f9b\u89e3\u6790\u4e0e\u7b54\u7591\u3002<\/li>\n<li>\u57fa\u4e8e PDF \u591a\u6587\u6863\u89e3\u6790\u7684 RAG \u4e2a\u4eba\u77e5\u8bc6\u5e93\u7ba1\u7406\u95ee\u7b54\u5e73\u53f0\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u652f\u6301\u4e0a\u4f20\u591a\u4efdPDF&#xff0c;\u6784\u5efa\u4e2a\u4eba\u77e5\u8bc6\u5e93\u5e76\u95ee\u7b54\u3002<\/li>\n<li>\u878d\u5408 BM25 \u4e0e\u5411\u91cf\u68c0\u7d22\u7684\u6df7\u5408\u68c0\u7d22 RAG \u7cfb\u7edf\u4f18\u5316\u4e0e\u5bf9\u6bd4\u7814\u7a76&#xff1a;\u6bd4\u8f83\u5173\u952e\u8bcd\u68c0\u7d22\u548c\u5411\u91cf\u68c0\u7d22&#xff0c;\u4f18\u5316RAG\u53ec\u56de\u6548\u679c\u3002<\/li>\n<li>\u4e0d\u540c\u6587\u6863\u5206\u5757\u7b56\u7565\u5bf9\u4e2d\u6587 RAG \u95ee\u7b54\u6548\u679c\u7684\u5bf9\u6bd4\u7814\u7a76&#xff1a;\u7814\u7a76\u5206\u5757\u5927\u5c0f\u3001\u91cd\u53e0\u5bf9\u95ee\u7b54\u51c6\u786e\u7387\u7684\u5f71\u54cd\u3002<\/li>\n<li>\u9762\u5411\u79d1\u6280\u6587\u732e\u7684 GraphRAG \u591a\u8df3\u95ee\u7b54\u7cfb\u7edf\u7814\u7a76&#xff1a;\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u79d1\u6280\u6587\u732e\u591a\u8df3\u63a8\u7406\u95ee\u7b54\u3002<\/li>\n<li>\u9762\u5411\u56fe\u6587\u4e0e\u8868\u683c PDF \u7684\u591a\u6a21\u6001 RAG \u6587\u6863\u95ee\u7b54\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u89e3\u6790PDF\u4e2d\u7684\u6587\u5b57\u3001\u56fe\u7247\u548c\u8868\u683c&#xff0c;\u5b9e\u73b0\u591a\u6a21\u6001\u95ee\u7b54\u3002<\/li>\n<li>\u9762\u5411\u5f00\u6e90\u9879\u76ee\u4ee3\u7801\u5e93\u7684 RAG \u667a\u80fd\u95ee\u7b54\u4e0e\u4ee3\u7801\u89e3\u91ca\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0&#xff1a;\u57fa\u4e8e\u4ee3\u7801\u4ed3\u5e93\u6587\u6863\u548c\u6e90\u7801&#xff0c;\u56de\u7b54\u4ee3\u7801\u529f\u80fd\u4e0e\u7528\u6cd5\u95ee\u9898\u3002<\/li>\n<li>\u57fa\u4e8e RAG 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