{"id":56385,"date":"2025-08-14T18:05:25","date_gmt":"2025-08-14T10:05:25","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/56385.html"},"modified":"2025-08-14T18:05:25","modified_gmt":"2025-08-14T10:05:25","slug":"%e7%99%be%e5%ba%a6%e3%80%81%e8%85%be%e8%ae%af%e3%80%81%e9%98%bf%e9%87%8c%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%9d%a2%e8%af%95%e5%85%a8%e6%94%bb%e7%95%a5%ef%bc%9a%e4%bb%8e%e4%b8%80%e9%9d%a2%e5%88%b0%e4%b8%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/56385.html","title":{"rendered":"\u767e\u5ea6\u3001\u817e\u8baf\u3001\u963f\u91cc\u5927\u6a21\u578b\u9762\u8bd5\u5168\u653b\u7565\uff1a\u4ece\u4e00\u9762\u5230\u4e09\u9762\u7684\u771f\u5b9e\u7ecf\u5386\u5206\u4eab\uff01"},"content":{"rendered":"<h4>\u767e\u5ea6<\/h4>\n<p>\u90e8\u95e8\u4e0e\u5c97\u4f4d&#xff1a;\u767e\u5ea6TPG &#8211; \u6587\u5fc3\u4e00\u8a00\u56e2\u961f- 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KIMI<\/p>\n<\/li>\n<li>\n<p>\u5927\u6a21\u578b\u667a\u80fd\u4f53\u662f\u600e\u4e48\u5de5\u4f5c\u7684&#xff0c;\u6709\u54ea\u4e9b\u7ec4\u4ef6<\/p>\n<\/li>\n<li>\n<p>\u573a\u666f\u9898&#xff1a;\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u578b&#xff0c;\u53ef\u4ee5\u505a\u5230\u7cbe\u786e\u7684\u63d0\u53d6\u6458\u8981<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801&#xff1a;\u80a1\u7968\u7684\u56db\u4e2a\u9898<\/p>\n<\/li>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a<\/p>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a II<\/p>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a III<\/p>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a IV<\/p>\n<p>\u6574\u4f53\u6765\u8bf4\u4e00\u9762\u504f\u57fa\u7840&#xff0c;\u95ee\u7684\u95ee\u9898\u4e5f\u4e3b\u8981\u662f\u4e00\u4e9b\u5927\u6a21\u578b\u7684\u516b\u80a1\u95ee\u9898&#xff0c;\u6ca1\u6709\u592a\u591a\u53d1\u6563\u6027\u7684\u95ee\u9898&#xff0c;\u96be\u5ea6\u4e0d\u5927\u3002\u4f46\u662f\u8003\u5bdf\u7684\u8fd8\u662f\u633a\u5168\u9762\u7684&#xff0c;\u6574\u4e2a\u9762\u8bd5\u4e00\u4e2a\u534a\u5c0f\u65f6\u591a<\/p>\n<h5>\u4e8c\u9762<\/h5>\n<li>\n<p>\u81ea\u6211\u4ecb\u7ecd<\/p>\n<\/li>\n<li>\n<p>\u56e0\u4e3a\u4e4b\u524d\u662f\u505a CV \u7684&#xff0c;\u6240\u4ee5\u9762\u8bd5\u5b98\u95ee\u4e86 CV \u548c NLP \u7684\u533a\u522b\u548c\u8054\u7cfb&#xff0c;\u5728 Transformer 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211 \u672c\u7855&#xff0c;nlp&#xff0c;\u65e0\u8bba\u6587\u6709\u5b9e\u4e60&#xff08;\u8001\u677f\u6ca1\u8d44\u6e90\u4e14\u653e\u517b&#xff09;&#xff0c;\u672c\u79d1\u6709 acm \u7ecf\u5386&#xff08;1 \u94dc&#xff09;&#xff0c;\u9762\u8bd5 pcg \u65e5\u5e38\u5b9e\u4e60\u3002<\/p>\n<h5>\u4e00\u9762<\/h5>\n<p>Q1&#xff1a;\u4e86\u89e3\u4ec0\u4e48\u673a\u5668\u5b66\u4e60\u7b97\u6cd5&#xff0c;\u8bb2\u4e00\u4e0b\u539f\u7406&#xff1f;<\/p>\n<p>\u5f53\u65f6\u53ea\u8bb0\u5f97\u5b9e\u4f53\u8bc6\u522b\u7528\u5230\u4e86\u9690\u9a6c\u5c14\u53ef\u592b\u6a21\u578b&#xff0c;\u8bb2\u4e86\u8bb2\u600e\u4e48\u600e\u4e48\u5b9a\u4e49\u89c2\u6d4b\u72b6\u6001\u548c\u9690\u85cf\u72b6\u6001\u3001\u524d\u5411\u4f20\u64ad\u3001\u89e3\u7801\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p>Q2&#xff1a;\u8bb2\u4e00\u4e0b Bert \u7684\u7ed3\u6784\u548c\u600e\u4e48\u8bad\u7ec3\u7684&#xff0c;\u600e\u4e48\u7528 bert \u505a\u4e0b\u6e38\u4efb\u52a1&#xff1f;<\/p>\n<p>\u516b\u80a1&#xff0c;\u53cc\u5411 transformer encoder 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\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u53ea\u901a\u8fc7 RLHF \u4e86\u89e3\u8fc7\u4e00\u70b9&#xff0c;\u597d\u50cf\u8ddf\u9762\u8bd5\u5b98\u60f3\u8981\u7684\u7b54\u6848\u4e0d\u4e00\u81f4&#xff0c;\u8df3\u8fc7\u3002<\/p>\n<p>Q5&#xff1a;\u600e\u4e48\u6269\u5c55\u5927\u6a21\u578b\u7684\u6700\u5927\u8f93\u5165\u957f\u5ea6&#xff1f;<\/p>\n<p>\u6539\u53d8 transformer \u7ed3\u6784&#xff08;GQA&#xff0c;MQA&#xff0c;flash attention\u7b49&#xff09;&#xff0c;\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801 RoPE \u7b49&#xff08;\u53ea\u770b\u8fc7\u8bba\u6587&#xff0c;\u81ea\u5df1\u7528\u7684\u5f88\u5c11&#xff0c;\u5c31\u60f3\u5230\u5565\u8bf4\u5565&#xff09;<\/p>\n<p>Q6&#xff1a;\u6709\u4e86\u89e3\u8fc7\u6a21\u578b\u8bad\u7ec3\u65b9\u6cd5\u5417&#xff1f;<\/p>\n<p>\u6ca1\u7528\u8fc7&#xff08;\u611f\u89c9\u8981\u51c9&#xff09;<\/p>\n<p>Q7&#xff1a;\u6709\u4e86\u89e3\u8fc7\u6587\u751f\u56fe\u5417&#xff1f;<\/p>\n<p>\u6709\u4e86\u89e3\u8fc7\u4e00\u4e9b\u9879\u76ee&#xff0c;diffusion \u548c clip \u539f\u7406&#xff0c;\u4e4b\u524d\u6709\u81ea\u5df1\u8dd1\u8fc7 unet&#043;diffusion&#043;vae \u505a\u6587\u751f\u56fe\u4efb\u52a1&#xff0c;\u8bb2\u4e86\u4e0b\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\u3002<\/p>\n<p>Q8&#xff1a;\u624b\u6495\u5feb\u6392<\/p>\n<p>\u5f53\u5929\u665a\u4e0a\u6536\u5230\u4e86\u53c2\u52a0\u4e8c\u9762\u7684\u90ae\u4ef6&#xff0c;\u5c0f\u6fc0\u52a8\u3002<\/p>\n<h5>\u4e8c\u9762<\/h5>\n<p>\u4e8c\u9762\u6ca1\u6709\u624b\u6495\u4ee3\u7801&#xff0c;\u95ee\u4e86\u95ee\u9879\u76ee&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bb2\u4e00\u4e0b\u5fae\u8c03\u5927\u6a21\u578b\u662f\u600e\u4e48\u505a\u7684&#xff0c;\u6570\u636e\u96c6\u600e\u4e48\u6784\u5efa&#xff0c;\u6570\u636e\u600e\u4e48\u5904\u7406<\/p>\n<\/li>\n<li>\n<p>\u770b\u9879\u76ee\u4e2d\u7528\u4e86 RAG&#xff0c;\u8bb2\u4e00\u4e0b\u8bbe\u8ba1\u6d41\u7a0b<\/p>\n<\/li>\n<li>\n<p>\u5176\u4e2d\u6587\u672c chunk \u600e\u4e48\u505a\u7684&#xff0c;\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u95f4\u6709\u6ca1\u6709\u9047\u5230\u4ec0\u4e48\u56f0\u96be&#xff0c;\u600e\u4e48\u63d0\u9ad8\u53ec\u56de&#xff0c;\u5982\u679c\u6587\u672c\u8f93\u5165\u5927\u6a21\u578b\u540e\u6548\u679c\u4e0d\u597d\u600e\u4e48\u529e<\/p>\n<\/li>\n<li>\n<p>\u600e\u4e48\u63d0\u9ad8\u5927\u6a21\u578b\u7684\u5916\u63a8\u6027<\/p>\n<\/li>\n<li>\n<p>\u6709\u4e86\u89e3\u8fc7\u6587\u751f\u56fe\u4efb\u52a1\u5417&#xff08;\u600e\u4e48\u53c8\u95ee\u8fd9\u4e2a&#xff09;<\/p>\n<\/li>\n<\/ul>\n<p>\u7136\u540e\u8349\u8349\u7ed3\u675f&#xff0c;\u4e00\u5929\u540e\u6d41\u7a0b\u7ed3\u675f&#xff08;\u6302\u4e86&#xff0c;\u7ee7\u7eed\u52aa\u529b&#xff09;<\/p>\n<h4>\u963f\u91cc<\/h4>\n<p>\u90e8\u95e8\u4e0e\u5c97\u4f4d&#xff1a;\u6dd8\u5929\u96c6\u56e2 &#8211; \u641c\u63a8\u667a\u80fd\u4ea7\u54c1\u4e8b\u4e1a\u90e8 &#8211; \u591a\u6a21\u6001\u5927\u6a21\u578b<\/p>\n<h5>\u4e00\u9762<\/h5>\n<li>\n<p>\u9996\u5148\u662f\u81ea\u6211\u4ecb\u7ecd\u548c\u8fc7\u9879\u76ee&#xff0c;\u9762\u8bd5\u5b98\u8fd8\u4e00\u8d77\u63a2\u8ba8\u9879\u76ee\u7528\u5230\u7684\u65b9\u6cd5&#xff0c;\u53ef\u884c\u6027\u4e4b\u7c7b\u7684<\/p>\n<\/li>\n<li>\n<p>\u4ecb\u7ecd\u4e00\u4e0b CLIP<\/p>\n<\/li>\n<li>\n<p>\u4e86\u89e3 LoRA \u5417&#xff0c;LoRA \u5fae\u8c03\u7684\u539f\u7406\u662f\u4ec0\u4e48<\/p>\n<\/li>\n<li>\n<p>\u4e86\u89e3\u54ea\u4e9b\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u7b80\u8981\u4ecb\u7ecd\u51e0\u4e2a<\/p>\n<\/li>\n<li>\n<p>BLIP \u7684\u4e09\u4e2a\u635f\u5931\u51fd\u6570\u5206\u522b\u662f\u4ec0\u4e48&#xff0c;\u6570\u636e\u662f\u600e\u6837\u6e05\u6d17\u7684<\/p>\n<\/li>\n<li>\n<p>BLIP2 \u76f8\u5bf9\u4e8e BLIP \u6709\u54ea\u4e9b\u6539\u8fdb&#xff0c;BLIP3 \u53c8\u6709\u54ea\u4e9b\u6539\u8fdb<\/p>\n<\/li>\n<li>\n<p>Qwen-VL \u7684\u4e09\u4e2a\u8bad\u7ec3\u6d41\u7a0b\u5206\u522b\u662f\u4ec0\u4e48&#xff0c;\u6709\u4ec0\u4e48\u4f5c\u7528<\/p>\n<\/li>\n<li>\n<p>\u89c6\u89c9\u7f16\u7801\u5668\u548c LLM \u8fde\u63a5\u65f6&#xff0c;\u4f7f\u7528 BLIP2 \u4e2d Q-Former \u90a3\u79cd\u590d\u6742\u7684 Adaptor \u597d\u8fd8\u662f LLaVA \u4e2d\u7b80\u5355\u7684 MLP \u597d&#xff0c;\u8bf4\u8bf4\u5404\u81ea\u7684\u4f18\u7f3a\u70b9<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801&#xff1a;\u5b9e\u73b0\u591a\u5934\u81ea\u6ce8\u610f\u529b<\/p>\n<\/li>\n<p>\u4e00\u9762\u6bd4\u8f83\u5e38\u89c4&#xff0c;\u51e0\u4e4e\u90fd\u662f\u516b\u80a1\u95ee\u9898&#xff0c;\u6211\u89c9\u5f97\u53ea\u8981\u4e86\u89e3\u5e38\u89c1\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u90fd\u95ee\u9898\u4e0d\u5927&#xff0c;\u4e3b\u8981\u8fd8\u662f\u8981\u7406\u89e3\u5404\u4e2a\u6a21\u578b\u8bbe\u8ba1\u7684\u52a8\u673a\u662f\u4ec0\u4e48&#xff0c;\u8fd9\u4e5f\u662f\u9762\u8bd5\u6700\u559c\u6b22\u8003\u5bdf\u7684<\/p>\n<h5>\u4e8c\u9762<\/h5>\n<li>\n<p>\u81ea\u6211\u4ecb\u7ecd\u548c\u8fc7\u9879\u76ee&#xff0c;\u7b80\u8981\u95ee\u4e86\u9879\u76ee\u4e2d\u4f7f\u7528\u67d0\u4e9b\u65b9\u6cd5\u7684\u52a8\u673a&#xff0c;\u4ee5\u53ca\u662f\u5426\u4f1a\u5bfc\u81f4\u5176\u4ed6\u7684\u95ee\u9898<\/p>\n<\/li>\n<li>\n<p>\u4e86\u89e3 Transformer \u5417&#xff0c;\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7684\u6ce8\u610f\u529b\u6709\u4ec0\u4e48\u533a\u522b&#xff0c;\u5728\u8ba1\u7b97\u6ce8\u610f\u529b\u4e2d\u65f6\u9664\u4ee5 \\\\sqrt{d_k} \u7684\u539f\u56e0\u662f\u4ec0\u4e48<\/p>\n<\/li>\n<li>\n<p>\u540e\u6765\u6709\u54ea\u4e9b\u6bd4\u8f83\u7ecf\u5178\u7684\u57fa\u4e8e Transformer \u7684\u8bed\u8a00\u6a21\u578b&#xff0c;Qwen \u76f8\u6bd4\u4e8e\u539f\u59cb Transformer \u6709\u54ea\u4e9b\u7ed3\u6784\u4e0a\u7684\u6539\u52a8&#xff0c;Qwen2 \u53c8\u6709\u54ea\u4e9b\u6539\u8fdb<\/p>\n<\/li>\n<li>\n<p>\u4e86\u89e3 RLHF \u5417&#xff0c;DPO \u548c PPO \u6709\u4ec0\u4e48\u533a\u522b&#xff0c;Loss \u662f\u4ec0\u4e48\u6837\u7684&#xff0c;\u5404\u81ea\u7684\u4f18\u7f3a\u70b9\u662f\u4ec0\u4e48<\/p>\n<\/li>\n<li>\n<p>\u4ecb\u7ecd\u4e00\u4e0b CLIP&#xff0c;\u8fd8\u4e86\u89e3\u4ec0\u4e48\u5176\u4ed6\u7684\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5<\/p>\n<\/li>\n<li>\n<p>\u5f00\u653e\u9898&#xff1a;\u4e86\u89e3\u54ea\u4e9b\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u76ee\u524d\u591a\u6a21\u6001\u5927\u6a21\u578b\u6700\u5927\u7684\u95ee\u9898\u662f\u4ec0\u4e48<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801&#xff1a;1143. \u6700\u957f\u516c\u5171\u5b50\u5e8f\u5217<\/p>\n<\/li>\n<p>\u4e8c\u9762\u5176\u5b9e\u4e5f\u504f\u5e38\u89c4&#xff0c;\u51e0\u4e4e\u4e5f\u90fd\u662f\u516b\u80a1\u95ee\u9898&#xff0c;\u4f46\u662f\u4e5f\u8003\u5bdf\u4e86\u4e00\u4e9b\u5bf9\u6a21\u578b\u7684\u7406\u89e3\u4ee5\u53ca\u77e5\u8bc6\u9762\u7684\u5e7f\u5ea6&#xff0c;\u6574\u4f53\u6765\u8bf4\u6bd4\u4e00\u9762\u7684\u96be\u5ea6\u5927\u4e00\u4e9b<\/p>\n<h5>\u4e09\u9762<\/h5>\n<li>\n<p>\u81ea\u6211\u4ecb\u7ecd&#xff0c;\u7136\u540e\u8be6\u7ec6\u8fc7\u4e86\u4e00\u4e0b\u9879\u76ee<\/p>\n<\/li>\n<li>\n<p>\u4e86\u89e3\u54ea\u4e9b\u5927\u6a21\u578b\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u7136\u540e\u5c31\u804a\u4e86\u5927\u6a21\u578b\u8fd9\u4e00\u8def\u662f\u600e\u4e48\u53d1\u5c55\u8fc7\u6765\u7684&#xff0c;Transformer\u3001BERT\u3001GPT\u3001LLaMA\u3001Qwen \u8fd9\u4e9b&#xff0c;\u4ee5\u53ca\u5f53\u65f6\u7684 o1 \u63a8\u7406\u6a21\u578b<\/p>\n<\/li>\n<li>\n<p>\u5e73\u5e38\u6709\u5c1d\u8bd5\u8fc7\u8bad\u7ec3\u8fc7\u5927\u6a21\u578b\u5417&#xff0c;\u89c4\u6a21\u5c0f\u4e00\u70b9\u7684\u4e5f\u6ca1\u5173\u7cfb<\/p>\n<\/li>\n<li>\n<p>\u804a\u5929&#xff0c;\u5305\u62ec\u804c\u4e1a\u89c4\u5212\u7b49\u7b49<\/p>\n<\/li>\n<p>\u4e09\u9762\u6bd4\u8f83\u8f7b\u677e&#xff0c;\u9762\u8bd5\u5b98\u8bf4\u77e5\u8bc6\u70b9\u524d\u9762\u4e24\u9762\u90fd\u8003\u5bdf\u8fc7\u4e86&#xff0c;\u4e09\u9762\u5c31\u8f7b\u677e\u4e00\u4e9b&#xff0c;\u5927\u698240\u6765\u5206\u949f\u5427<\/p>\n<h5>\u603b\u7ed3<\/h5>\n<p>\u6574\u4f53\u6765\u8bf4\u9762\u8bd5\u4f53\u9a8c\u6bd4\u8f83\u597d&#xff0c;\u95ee\u7684\u95ee\u9898\u90fd\u4e0d\u96be&#xff0c;\u9762\u8bd5\u5b98\u4e5f\u90fd\u4e0d\u9519&#xff0c;\u9047\u5230\u4e00\u4e9b\u5361\u58f3\u7684\u5730\u65b9\u4e5f\u4f1a\u8fdb\u884c\u5f15\u5bfc\u8ba8\u8bba&#xff0c;\u9762\u8bd5\u6c1b\u56f4\u5f88\u8f7b\u677e\u3002\u4e09\u9762\u5e94\u8be5\u662f\u52a0\u9762\u7684\u5927\u8001\u677f\u9762&#xff0c;\u4ece\u4ea4\u6d41\u53ef\u4ee5\u770b\u51fa\u6765\u5bf9\u6574\u4e2a\u5927\u6a21\u578b\u8fd9\u5757\u7684\u7406\u89e3\u8fd8\u662f\u5f88\u6df1\u523b\u7684&#xff0c;\u6536\u83b7\u4e0d\u5c0f\u3002<\/p>\n<h4>\u767e\u5ea6<\/h4>\n<p>\u90e8\u95e8\u4e0e\u5c97\u4f4d&#xff1a;\u767e\u5ea6TPG &#8211; \u6587\u5fc3\u4e00\u8a00\u56e2\u961f- \u5927\u6a21\u578b\u7b97\u6cd5\u5c97<\/p>\n<h5>\u4e00\u9762<\/h5>\n<li>\n<p>\u81ea\u6211\u4ecb\u7ecd\u548c\u9879\u76ee\u4ecb\u7ecd<\/p>\n<\/li>\n<li>\n<p>\u4ecb\u7ecd\u4e00\u4e0b\u4e86\u89e3\u7684\u5927\u6a21\u578b\u6709\u54ea\u4e9b&#xff0c;\u8fd9\u4e9b\u6a21\u578b\u5728\u7ed3\u6784\u4e0a\u6709\u4ec0\u4e48\u5dee\u5f02<\/p>\n<\/li>\n<li>\n<p>\u8bf4\u4e00\u4e0b\u5927\u6a21\u578b\u5e38\u7528\u7684\u4f4d\u7f6e\u7f16\u7801\u6709\u54ea\u4e9b&#xff0c;\u5404\u6709\u4ec0\u4e48\u4f18\u7f3a\u70b9<\/p>\n<\/li>\n<li>\n<p>\u4ecb\u7ecd\u4e00\u4e0b\u5927\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u540e\u8bad\u7ec3\u4ee5\u53ca\u63a8\u7406\u662f\u600e\u4e48\u505a\u7684&#xff0c;\u5e76\u4e14\u8be6\u7ec6\u95ee\u4e86 RLHF \u7684\u505a\u6cd5&#xff0c;\u5305\u62ec PPO \u7b97\u6cd5\u7684\u539f\u7406&#xff0c;\u4ee5\u53ca DPO \u548c PPO \u7684\u533a\u522b<\/p>\n<\/li>\n<li>\n<p>\u5927\u6a21\u578b\u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u662f\u600e\u4e48\u505a\u7684&#xff0c;\u6bd4\u5982\u8bf4 KIMI<\/p>\n<\/li>\n<li>\n<p>\u5927\u6a21\u578b\u667a\u80fd\u4f53\u662f\u600e\u4e48\u5de5\u4f5c\u7684&#xff0c;\u6709\u54ea\u4e9b\u7ec4\u4ef6<\/p>\n<\/li>\n<li>\n<p>\u573a\u666f\u9898&#xff1a;\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u578b&#xff0c;\u53ef\u4ee5\u505a\u5230\u7cbe\u786e\u7684\u63d0\u53d6\u6458\u8981<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801&#xff1a;\u80a1\u7968\u7684\u56db\u4e2a\u9898<\/p>\n<\/li>\n<ul>\n<li>\n<li>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a<\/p>\n<\/li>\n<\/li>\n<li>\n<li>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a II<\/p>\n<\/li>\n<\/li>\n<li>\n<li>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a III<\/p>\n<\/li>\n<\/li>\n<li>\n<li>\n<p>\u4e70\u5356\u80a1\u7968\u7684\u6700\u4f73\u65f6\u673a IV<\/p>\n<\/li>\n<\/li>\n<\/ul>\n<p>\u6574\u4f53\u6765\u8bf4\u4e00\u9762\u504f\u57fa\u7840&#xff0c;\u95ee\u7684\u95ee\u9898\u4e5f\u4e3b\u8981\u662f\u4e00\u4e9b\u5927\u6a21\u578b\u7684\u516b\u80a1\u95ee\u9898&#xff0c;\u6ca1\u6709\u592a\u591a\u53d1\u6563\u6027\u7684\u95ee\u9898&#xff0c;\u96be\u5ea6\u4e0d\u5927\u3002\u4f46\u662f\u8003\u5bdf\u7684\u8fd8\u662f\u633a\u5168\u9762\u7684&#xff0c;\u6574\u4e2a\u9762\u8bd5\u4e00\u4e2a\u534a\u5c0f\u65f6\u591a<\/p>\n<h5>\u4e8c\u9762<\/h5>\n<li>\n<p>\u81ea\u6211\u4ecb\u7ecd<\/p>\n<\/li>\n<li>\n<p>\u56e0\u4e3a\u4e4b\u524d\u662f\u505a CV \u7684&#xff0c;\u6240\u4ee5\u9762\u8bd5\u5b98\u95ee\u4e86 CV \u548c NLP \u7684\u533a\u522b\u548c\u8054\u7cfb&#xff0c;\u5728 Transformer \u7684\u5927\u80cc\u666f\u4e0b&#xff0c;CV\u3001NLP&#xff0c;\u5305\u62ec\u8bed\u97f3\u7b49&#xff0c;\u80fd\u5426\u5b9e\u73b0\u5927\u4e00\u7edf<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u65f6\u5019\u6570\u636e\u600e\u4e48\u6e05\u6d17&#xff0c;\u600e\u4e48\u5904\u7406&#xff0c;\u600e\u4e48\u914d\u6bd4&#xff0c;\u600e\u6837\u64cd\u4f5c\u80fd\u66f4\u5bb9\u6613\u4f7f\u6a21\u578b\u8fbe\u5230\u66f4\u597d\u7684\u6027\u80fd<\/p>\n<\/li>\n<li>\n<p>\u4ec0\u4e48\u662f\u5927\u6a21\u578b\u7684\u5e7b\u89c9&#xff0c;\u5982\u4f55\u51cf\u8f7b\u5e7b\u89c9\u95ee\u9898<\/p>\n<\/li>\n<li>\n<p>\u5927\u6a21\u578b\u7684\u590d\u8bfb\u95ee\u9898\u662f\u600e\u4e48\u4ea7\u751f\u7684&#xff0c;\u4e1a\u5185\u4e00\u822c\u6709\u4ec0\u4e48\u89e3\u51b3\u529e\u6cd5<\/p>\n<\/li>\n<li>\n<p>\u5927\u6a21\u578b\u7684\u5de5\u5177\u8c03\u7528\u600e\u4e48\u5b9e\u73b0<\/p>\n<\/li>\n<li>\n<p>Agent \u6709\u54ea\u51e0\u90e8\u5206\u6784\u6210&#xff0c;\u4e86\u89e3\u54ea\u4e9b\u5177\u4f53\u7684\u5b9e\u73b0\u65b9\u6cd5<\/p>\n<\/li>\n<li>\n<p>\u5f00\u653e\u9898&#xff1a;\u4e4b\u524d\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u65f6\u5019\u9047\u5230\u8fc7\u4ec0\u4e48\u56f0\u96be&#xff0c;\u4f60\u662f\u600e\u4e48\u89e3\u51b3\u7684<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801&#xff1a;\u5b9e\u73b0\u4e00\u4e2a Tokenizer&#xff0c;\u53ea\u80fd\u7528 PyTorch \u57fa\u7840\u8bed\u6cd5<\/p>\n<\/li>\n<p>\u4e8c\u9762\u76f8\u6bd4\u4e8e\u4e00\u9762\u66f4\u52a0\u770b\u91cd\u7efc\u5408\u7d20\u8d28&#xff0c;\u559c\u6b22\u8003\u5bdf\u5206\u6790\u95ee\u9898\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b&#xff0c;\u5bf9\u4e8e\u4e00\u4e9b\u7ec6\u8282\u77e5\u8bc6\u70b9\u7684\u8003\u5bdf\u5e76\u4e0d\u591a\u3002\u4e8c\u9762\u4e5f\u9762\u8bd5\u4e86\u4e00\u4e2a\u591a\u5c0f\u65f6&#xff0c;\u9762\u8bd5\u5b98\u8fd8\u662f\u633a\u4e13\u4e1a\u7684\u3002<\/p>\n<h5>\u4e09\u9762<\/h5>\n<li>\n<p>\u9996\u5148\u8fc7\u9879\u76ee&#xff0c;\u4f46\u662f\u95ee\u7684\u7279\u522b\u7ec6\u81f4&#xff0c;\u5c24\u5176\u662f\u4e00\u4e2a Agent \u7684\u9879\u76ee&#xff0c;\u4ece\u80cc\u666f&#xff0c;\u5230\u52a8\u673a&#xff0c;\u518d\u5230\u505a\u6cd5&#xff0c;\u6700\u540e\u7684\u7ed3\u679c&#xff0c;\u90fd\u95ee\u7684\u975e\u5e38\u7ec6&#xff0c;\u5927\u6982\u6709\u534a\u4e2a\u5c0f\u65f6\u7684\u65f6\u95f4<\/p>\n<\/li>\n<li>\n<p>\u5f00\u653e\u9898&#xff1a;\u4f60\u89c9\u5f97\u5f53\u524d\u5927\u6a21\u578b\u8fd8\u5b58\u5728\u600e\u6837\u7684\u95ee\u9898&#xff0c;\u6709\u4ec0\u4e48\u89e3\u51b3\u529e\u6cd5\u5417<\/p>\n<\/li>\n<li>\n<p>\u5f00\u653e\u9898&#xff1a;\u8ba9\u4f60\u81ea\u5df1\u8bbe\u8ba1\u4e00\u4e2a Agent&#xff0c;\u4f1a\u600e\u4e48\u505a&#xff0c;\u4e3a\u4ec0\u4e48\u8fd9\u6837\u505a<\/p>\n<\/li>\n<li>\n<p>\u627e\u5de5\u4f5c\u6bd4\u8f83\u5728\u610f\u7684\u70b9\u662f\u4ec0\u4e48&#xff0c;\u9664\u4e86\u85aa\u8d44\u8fd8\u6709\u4ec0\u4e48<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u6587\u5fc3\u4e00\u8a00\u8fd9\u4e2a\u4ea7\u54c1\u4e86\u89e3\u5417&#xff0c;\u6709\u54ea\u4e9b\u4f18\u70b9\u548c\u503c\u5f97\u6539\u8fdb\u7684\u70b9<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u7ed9\u4f60\u53d1 Offer&#xff0c;\u4f60\u5230\u8fd9\u4e2a\u56e2\u961f\u80fd\u505a\u51fa\u4ec0\u4e48\u8d21\u732e<\/p>\n<\/li>\n<p>\u4e09\u9762\u6574\u4f53\u6765\u8bf4\u66f4\u52a0\u7efc\u5408&#xff0c;\u4e0d\u6b62\u6709\u4e00\u4e9b\u6280\u672f\u95ee\u9898&#xff0c;\u8fd8\u6709\u804c\u4e1a\u89c4\u5212\u8fd9\u4e9b\u95ee\u9898&#xff0c;\u66f4\u52a0\u8003\u5bdf\u6574\u4f53\u7684\u80fd\u529b\u3002\u9762\u8bd5\u5b98\u5e94\u8be5\u662f\u8fd9\u4e2a\u56e2\u961f\u7684\u5927\u8001\u677f&#xff0c;\u770b\u95ee\u9898\u66f4\u52a0\u7cfb\u7edf\u548c\u5168\u9762&#xff0c;\u6574\u4f53\u9762\u4e0b\u6765\u8fd8\u662f\u6bd4\u8f83\u6709\u538b\u529b\u7684\u3002<\/p>\n<h5>\u603b\u7ed3<\/h5>\n<p>\u6574\u4f53\u4e0b\u6765\u611f\u89c9\u9762\u8bd5\u5b98\u90fd\u662f\u975e\u5e38\u4e13\u4e1a\u7684&#xff0c;\u9762\u8bd5\u6df1\u5ea6\u548c\u5e7f\u5ea6\u90fd\u5f88\u53ef\u4ee5&#xff0c;\u4e09\u573a\u9762\u8bd5\u5c42\u5c42\u9012\u8fdb\u3002\u9762\u8bd5\u5b98\u4eba\u4e5f\u4e0d\u9519&#xff0c;\u5982\u679c\u6bd4\u8f83\u6ee1\u610f\u7684\u8bdd\u4e5f\u613f\u610f\u591a\u82b1\u65f6\u95f4\u6765\u804a&#xff0c;\u800c\u4e0d\u662f\u4e25\u683c\u7684\u5361\u4e00\u4e2a\u5c0f\u65f6\u8fd9\u79cd\u5b8c\u4efb\u52a1\u5f0f\u7684\u9762\u8bd5\u3002<\/p>\n<p>\u4e00\u76f4\u5728\u66f4\u65b0\u4e2d&#xff0c;\u66f4\u591a\u5927\u6a21\u578b\u5b66\u4e60\u548c\u9762\u8bd5\u8d44\u6599\u6211\u90fd\u4e0a\u8f6c\u5230CSND\u5b98\u65b9\u4e86&#xff0c;\u9700\u8981\u7684\u670b\u53cb\u53ef\u4ee5\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801&#x1f447;&#x1f447;<\/p>\n<h3>AI\u5927\u6a21\u578b\u4ece0\u5230\u7cbe\u901a\u5168\u5957\u5b66\u4e60\u5927\u793c\u5305<\/h3>\n<p>\u6211\u5728\u4e00\u7ebf\u4e92\u8054\u7f51\u4f01\u4e1a\u5de5\u4f5c\u5341\u4f59\u5e74\u91cc&#xff0c;\u6307\u5bfc\u8fc7\u4e0d\u5c11\u540c\u884c\u540e\u8f88\u3002\u5e2e\u52a9\u5f88\u591a\u4eba\u5f97\u5230\u4e86\u5b66\u4e60\u548c\u6210\u957f\u3002<\/p>\n<p>\u53ea\u8981\u4f60\u662f\u771f\u5fc3\u60f3\u5b66AI\u5927\u6a21\u578b&#xff0c;\u6211\u8fd9\u4efd\u8d44\u6599\u5c31\u53ef\u4ee5\u65e0\u507f\u5171\u4eab\u7ed9\u4f60\u5b66\u4e60\u3002\u5927\u6a21\u578b\u884c\u4e1a\u786e\u5b9e\u4e5f\u9700\u8981\u66f4\u591a\u7684\u6709\u5fd7\u4e4b\u58eb\u52a0\u5165\u8fdb\u6765&#xff0c;\u6211\u4e5f\u771f\u5fc3\u5e0c\u671b\u5e2e\u52a9\u5927\u5bb6\u5b66\u597d\u8fd9\u95e8\u6280\u672f&#xff0c;\u5982\u679c\u65e5\u540e\u6709\u4ec0\u4e48\u5b66\u4e60\u4e0a\u7684\u95ee\u9898&#xff0c;\u6b22\u8fce\u627e\u6211\u4ea4\u6d41&#xff0c;\u6709\u6280\u672f\u4e0a\u9762\u7684\u95ee\u9898&#xff0c;\u6211\u662f\u5f88\u613f\u610f\u53bb\u5e2e\u52a9\u5927\u5bb6\u7684&#xff01;<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u60f3\u901a\u8fc7\u5b66\u5927\u6a21\u578b\u6280\u672f\u53bb\u5e2e\u52a9\u5c31\u4e1a\u548c\u8f6c\u884c&#xff0c;\u53ef\u4ee5\u70b9\u626b\u63cf\u4e0b\u65b9\u94fe\u63a5&#x1f447;&#x1f447;<br \/>\n\u5927\u6a21\u578b\u91cd\u78c5\u798f\u5229&#xff1a;\u5165\u95e8\u8fdb\u9636\u5168\u5957104G\u5b66\u4e60\u8d44\u6e90\u5305\u514d\u8d39\u5206\u4eab&#xff01;<br \/>\n<img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100514-689db4da086ff.jpg\" \/><\/p>\n<h3>01.\u4ece\u5165\u95e8\u5230\u7cbe\u901a\u7684\u5168\u5957\u89c6\u9891\u6559\u7a0b<\/h3>\n<p>\u5305\u542b\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001RAG\u3001Agent\u7b49\u6280\u672f\u70b9<br \/>\n<img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100514-689db4da40f49.png\" \/><\/p>\n<p>\u200b<\/p>\n<h3>02.AI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u56fe&#xff08;\u8fd8\u6709\u89c6\u9891\u89e3\u8bf4&#xff09;<\/h3>\n<p>\u5168\u8fc7\u7a0bAI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf<\/p>\n<p><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100515-689db4dbac1ac.png\" \/><\/p>\n<p>\u200b\u200b<img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100516-689db4dc13f87.png\" \/><\/p>\n<h3>03.\u5b66\u4e60\u7535\u5b50\u4e66\u7c4d\u548c\u6280\u672f\u6587\u6863<\/h3>\n<p>\u5e02\u9762\u4e0a\u7684\u5927\u6a21\u578b\u4e66\u7c4d\u786e\u5b9e\u592a\u591a\u4e86&#xff0c;\u8fd9\u4e9b\u662f\u6211\u7cbe\u9009\u51fa\u6765\u7684<\/p>\n<p><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100516-689db4dc8ae26.png\" \/><\/p>\n<h3>04.\u5927\u6a21\u578b\u9762\u8bd5\u9898\u76ee\u8be6\u89e3<\/h3>\n<p><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100516-689db4dcc9a91.jpg\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814100517-689db4dd51c98.png\" \/><\/p>\n<h3>05.\u8fd9\u4e9b\u8d44\u6599\u771f\u7684\u6709\u7528\u5417?<\/h3>\n<p>\u8fd9\u4efd\u8d44\u6599\u7531\u6211\u548c\u9c81\u4e3a\u6c11\u535a\u58eb\u5171\u540c\u6574\u7406&#xff0c;\u9c81\u4e3a\u6c11\u535a\u58eb\u5148\u540e\u83b7\u5f97\u4e86\u5317\u4eac\u6e05\u534e\u5927\u5b66\u5b66\u58eb\u548c\u7f8e\u56fd\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u535a\u58eb\u5b66\u4f4d&#xff0c;\u5728\u5305\u62ecIEEE 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