{"id":72045,"date":"2026-02-04T19:49:36","date_gmt":"2026-02-04T11:49:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/72045.html"},"modified":"2026-02-04T19:49:36","modified_gmt":"2026-02-04T11:49:36","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%ef%bc%882026%e6%9c%80%e6%96%b0%ef%bc%89%e4%bb%8e%e9%9b%b6%e5%9f%ba%e7%a1%80%e5%85%a5%e9%97%a8%e5%88%b0%e7%b2%be%e9%80%9a%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/72045.html","title":{"rendered":"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86"},"content":{"rendered":"<p>\u5927\u6a21\u578b\u5728\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5360\u636e\u7740\u6838\u5fc3\u5730\u4f4d&#xff0c;\u5176\u5f3a\u5927\u7684\u80fd\u529b\u6b63\u4e0d\u65ad\u63a8\u52a8\u5404\u884c\u4e1a\u7684\u53d8\u9769\u4e0e\u521b\u65b0\u3002\u65e0\u8bba\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u5145\u6ee1\u597d\u5947\u7684\u521d\u5b66\u8005&#xff0c;\u8fd8\u662f\u5e0c\u671b\u5728\u8be5\u9886\u57df\u6df1\u5165\u53d1\u5c55\u7684\u4e13\u4e1a\u4eba\u58eb&#xff0c;\u638c\u63e1\u5927\u6a21\u578b\u76f8\u5173\u77e5\u8bc6\u548c\u6280\u80fd\u90fd\u81f3\u5173\u91cd\u8981\u3002\u4ee5\u4e0b\u4e3a\u4f60\u8be6\u7ec6\u4ecb\u7ecd 2025 \u5e74\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\u5927\u6a21\u578b\u7684\u5b66\u4e60\u8def\u7ebf\u3002<\/p>\n<h4>\u4e00\u3001\u57fa\u7840\u51c6\u5907\u9636\u6bb5<\/h4>\n<h5>&#xff08;\u4e00&#xff09;\u6570\u5b66\u57fa\u7840<\/h5>\n<li>\n<p>\u7ebf\u6027\u4ee3\u6570&#xff1a;\u719f\u7ec3\u638c\u63e1\u77e9\u9635\u8fd0\u7b97&#xff0c;\u5305\u62ec\u77e9\u9635\u4e58\u6cd5\u3001\u52a0\u6cd5\u3001\u6c42\u9006\u7b49&#xff0c;\u7406\u89e3\u5411\u91cf\u7a7a\u95f4\u7684\u6982\u5ff5&#xff0c;\u660e\u6670\u7279\u5f81\u503c\u4e0e\u7279\u5f81\u5411\u91cf\u7684\u542b\u4e49\u53ca\u8ba1\u7b97\u65b9\u6cd5\u3002\u8fd9\u5bf9\u4e8e\u7406\u89e3\u5927\u6a21\u578b\u4e2d\u6570\u636e\u7684\u53d8\u6362\u548c\u7279\u5f81\u63d0\u53d6\u6781\u4e3a\u5173\u952e&#xff0c;\u4f8b\u5982\u5728\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u4e2d&#xff0c;\u56fe\u50cf\u6570\u636e\u5e38\u4ee5\u77e9\u9635\u5f62\u5f0f\u8868\u793a&#xff0c;\u7ebf\u6027\u4ee3\u6570\u8fd0\u7b97\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u7279\u5f81\u62bd\u53d6\u3002<\/p>\n<\/li>\n<li>\n<p>\u6982\u7387\u7edf\u8ba1&#xff1a;\u6df1\u5165\u5b66\u4e60\u968f\u673a\u53d8\u91cf&#xff0c;\u719f\u77e5\u5e38\u89c1\u7684\u6982\u7387\u5206\u5e03\u5982\u6b63\u6001\u5206\u5e03\u3001\u6cca\u677e\u5206\u5e03\u7b49\u3002\u638c\u63e1\u8d1d\u53f6\u65af\u5b9a\u7406&#xff0c;\u5176\u5728\u6a21\u578b\u7684\u4e0d\u786e\u5b9a\u6027\u4f30\u8ba1\u548c\u63a8\u7406\u4e2d\u5e7f\u6cdb\u5e94\u7528&#xff0c;\u5927\u6a21\u578b\u5728\u5904\u7406\u81ea\u7136\u8bed\u8a00\u7b49\u4efb\u52a1\u65f6&#xff0c;\u9700\u501f\u52a9\u6982\u7387\u7edf\u8ba1\u6765\u8bc4\u4f30\u8bed\u8a00\u751f\u6210\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u5fae\u79ef\u5206&#xff1a;\u91cd\u70b9\u7406\u89e3\u68af\u5ea6\u3001\u504f\u5bfc\u6570\u7684\u6982\u5ff5\u548c\u8ba1\u7b97&#xff0c;\u5b83\u4eec\u662f\u5927\u6a21\u578b\u8bad\u7ec3\u4e2d\u4f18\u5316\u7b97\u6cd5\u7684\u6838\u5fc3&#xff0c;\u901a\u8fc7\u8ba1\u7b97\u68af\u5ea6\u6765\u8c03\u6574\u6a21\u578b\u53c2\u6570&#xff0c;\u4f7f\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u4f18\u5316\u6027\u80fd&#xff0c;\u5982\u5728\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u4e2d&#xff0c;\u5229\u7528\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u5bfb\u627e\u6700\u4f18\u53c2\u6570\u3002\u53ef\u901a\u8fc7 Khan Academy \u7684\u7ebf\u6027\u4ee3\u6570\u548c\u5fae\u79ef\u5206\u8bfe\u7a0b&#xff0c;\u4ee5\u53ca Coursera \u4e0a\u7684 \u201cProbability and Statistics for Business and Data Science\u201d \u8bfe\u7a0b\u8f85\u52a9\u5b66\u4e60\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e8c&#xff09;\u7f16\u7a0b\u57fa\u7840<\/h5>\n<li>\n<p>Python&#xff1a;\u4f5c\u4e3a\u5927\u6a21\u578b\u5f00\u53d1\u7684\u9996\u9009\u8bed\u8a00&#xff0c;\u8981\u5168\u9762\u4e86\u89e3\u57fa\u672c\u7684\u6570\u636e\u7ed3\u6784&#xff0c;\u5982\u5217\u8868\u3001\u5b57\u5178\u3001\u5143\u7ec4\u7b49&#xff0c;\u719f\u7ec3\u8fd0\u7528\u63a7\u5236\u6d41\u8bed\u53e5&#xff0c;\u5305\u62ec\u6761\u4ef6\u5224\u65ad&#xff08;if &#8211; else&#xff09;\u3001\u5faa\u73af&#xff08;for\u3001while&#xff09;\u7b49&#xff0c;\u540c\u65f6\u638c\u63e1\u51fd\u6570\u5f0f\u7f16\u7a0b\u7684\u57fa\u672c\u6982\u5ff5&#xff0c;\u5982\u51fd\u6570\u5b9a\u4e49\u3001\u8c03\u7528\u3001\u53c2\u6570\u4f20\u9012\u7b49\u3002<\/p>\n<\/li>\n<li>\n<p>NumPy&#xff1a;\u7cbe\u901a\u6570\u7ec4\u64cd\u4f5c&#xff0c;\u80fd\u591f\u9ad8\u6548\u5730\u521b\u5efa\u3001\u7d22\u5f15\u3001\u5207\u7247\u548c\u4fee\u6539\u6570\u7ec4\u3002\u719f\u6089 NumPy \u63d0\u4f9b\u7684\u4e30\u5bcc\u6570\u5b66\u51fd\u6570&#xff0c;\u7528\u4e8e\u6267\u884c\u5411\u91cf\u548c\u77e9\u9635\u8fd0\u7b97&#xff0c;\u8fd9\u5728\u5904\u7406\u5927\u6a21\u578b\u4e2d\u7684\u6570\u636e\u65f6\u5fc5\u4e0d\u53ef\u5c11\u3002\u53ef\u53c2\u8003 Udacity \u7684 \u201cIntro to Programming\u201d \u548c \u201cIntro to NumPy\u201d \u8bfe\u7a0b\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e09&#xff09;\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840<\/h5>\n<li>\n<p>\u795e\u7ecf\u7f51\u7edc\u57fa\u7840&#xff1a;\u6df1\u5165\u7406\u89e3\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\u548c\u5de5\u4f5c\u539f\u7406&#xff0c;\u638c\u63e1\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#xff08;CNN&#xff09;\u5728\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u7684\u5e94\u7528&#xff0c;\u4e86\u89e3\u5faa\u73af\u795e\u7ecf\u7f51\u7edc&#xff08;RNN&#xff09;\u53ca\u5176\u53d8\u79cd&#xff08;\u5982 LSTM\u3001GRU&#xff09;\u5728\u5904\u7406\u5e8f\u5217\u6570\u636e&#xff08;\u5982\u81ea\u7136\u8bed\u8a00&#xff09;\u65b9\u9762\u7684\u4f18\u52bf\u3002\u7406\u89e3\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u6743\u91cd\u6765\u5b66\u4e60\u6570\u636e\u7279\u5f81\u7684\u8fc7\u7a0b\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u6280\u5de7&#xff1a;\u638c\u63e1\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5&#xff0c;\u5b83\u662f\u8ba1\u7b97\u6a21\u578b\u8bef\u5dee\u5e76\u66f4\u65b0\u53c2\u6570\u7684\u5173\u952e\u65b9\u6cd5\u3002\u719f\u6089\u68af\u5ea6\u4e0b\u964d\u53ca\u5176\u53d8\u79cd&#xff08;\u5982\u968f\u673a\u68af\u5ea6\u4e0b\u964d SGD\u3001Adagrad\u3001Adadelta \u7b49&#xff09;\u4f18\u5316\u7b97\u6cd5&#xff0c;\u4e86\u89e3\u5982\u4f55\u901a\u8fc7\u8c03\u6574\u5b66\u4e60\u7387\u7b49\u8d85\u53c2\u6570\u6765\u63d0\u9ad8\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<\/li>\n<h4>\u4e8c\u3001\u6838\u5fc3\u6280\u672f\u5b66\u4e60\u9636\u6bb5<\/h4>\n<h5>&#xff08;\u4e00&#xff09;Transformer \u6a21\u578b<\/h5>\n<li>\n<p>\u539f\u7406\u6df1\u5165\u5256\u6790&#xff1a;\u900f\u5f7b\u7406\u89e3 Transformer \u7684\u6838\u5fc3 \u2014\u2014 \u81ea\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u5305\u62ec\u81ea\u6211\u6ce8\u610f\u5c42\u5982\u4f55\u8ba1\u7b97\u8f93\u5165\u5e8f\u5217\u4e2d\u6bcf\u4e2a\u4f4d\u7f6e\u4e0e\u5176\u4ed6\u4f4d\u7f6e\u4e4b\u95f4\u7684\u5173\u8054\u6743\u91cd&#xff0c;\u4ee5\u53ca\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u5982\u4f55\u901a\u8fc7\u591a\u4e2a\u4e0d\u540c\u7684\u6ce8\u610f\u529b\u5934\u5e76\u884c\u8ba1\u7b97&#xff0c;\u4ece\u800c\u6355\u6349\u8f93\u5165\u5e8f\u5217\u4e2d\u66f4\u4e30\u5bcc\u7684\u7279\u5f81\u548c\u5173\u7cfb\u3002\u7406\u89e3\u4f4d\u7f6e\u7f16\u7801\u7684\u4f5c\u7528&#xff0c;\u5b83\u4e3a\u8f93\u5165\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e2a\u4f4d\u7f6e\u6dfb\u52a0\u4f4d\u7f6e\u4fe1\u606f&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u611f\u77e5\u5e8f\u5217\u4e2d\u5143\u7d20\u7684\u987a\u5e8f\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u6784\u4e0e\u53d8\u79cd&#xff1a;\u638c\u63e1 Transformer \u6574\u4f53\u67b6\u6784&#xff0c;\u5305\u62ec\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u6a21\u5757\u7684\u7ed3\u6784\u548c\u529f\u80fd\u3002\u7814\u7a76 Transformer \u7684\u591a\u79cd\u53d8\u79cd&#xff0c;\u5982 BERT&#xff08;\u57fa\u4e8e\u53cc\u5411\u7f16\u7801\u5668\u7684\u9884\u8bad\u7ec3\u6a21\u578b&#xff0c;\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u591a\u79cd\u4efb\u52a1\u5982\u6587\u672c\u5206\u7c7b\u3001\u95ee\u7b54\u7cfb\u7edf\u4e2d\u8868\u73b0\u51fa\u8272&#xff09;\u3001GPT&#xff08;\u81ea\u56de\u5f52\u751f\u6210\u5f0f\u6a21\u578b&#xff0c;\u64c5\u957f\u6587\u672c\u751f\u6210\u4efb\u52a1&#xff0c;\u5982\u751f\u6210\u6587\u7ae0\u3001\u5bf9\u8bdd\u7b49&#xff09;\u3001T5&#xff08;\u6587\u672c\u5230\u6587\u672c\u7edf\u4e00\u6846\u67b6&#xff0c;\u53ef\u5c06\u591a\u79cd\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7edf\u4e00\u4e3a\u6587\u672c\u5230\u6587\u672c\u7684\u8f6c\u6362&#xff09;\u7b49&#xff0c;\u5206\u6790\u5b83\u4eec\u5728\u7ed3\u6784\u548c\u5e94\u7528\u573a\u666f\u4e0a\u7684\u5dee\u5f02\u3002\u6df1\u5165\u7814\u8bfb\u300aAttention Is All You Need\u300b&#xff08;Transformer \u539f\u8bba\u6587&#xff09;\u3001\u300aBERT: Pre-training of Deep Bidirectional Transformers\u300b\u7b49\u7ecf\u5178\u8bba\u6587\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e8c&#xff09;\u9884\u8bad\u7ec3\u6280\u672f<\/h5>\n<li>\n<p>\u9884\u8bad\u7ec3\u539f\u7406&#xff1a;\u638c\u63e1\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u57fa\u672c\u539f\u7406&#xff0c;\u7406\u89e3\u5982\u4f55\u5728\u5927\u89c4\u6a21\u65e0\u76d1\u7763\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3&#xff0c;\u4f7f\u6a21\u578b\u5b66\u4e60\u5230\u901a\u7528\u7684\u8bed\u8a00\u6216\u6570\u636e\u7279\u5f81\u8868\u793a\u3002\u4f8b\u5982&#xff0c;\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d&#xff0c;\u901a\u8fc7\u63a9\u7801\u8bed\u8a00\u6a21\u578b&#xff08;Masked Language Modeling&#xff0c;MLM&#xff09;\u4efb\u52a1&#xff0c;\u6a21\u578b\u5b66\u4e60\u9884\u6d4b\u6587\u672c\u4e2d\u88ab\u968f\u673a\u63a9\u7801\u7684\u5355\u8bcd&#xff0c;\u4ece\u800c\u6355\u6349\u8bed\u8a00\u7684\u8bed\u6cd5\u548c\u8bed\u4e49\u4fe1\u606f&#xff1b;\u901a\u8fc7\u4e0b\u4e00\u53e5\u9884\u6d4b&#xff08;Next Sentence Prediction&#xff0c;NSP&#xff09;\u4efb\u52a1&#xff0c;\u6a21\u578b\u5b66\u4e60\u6587\u672c\u6bb5\u843d\u4e2d\u53e5\u5b50\u4e4b\u95f4\u7684\u903b\u8f91\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u65b9\u6cd5\u4e0e\u6280\u5de7&#xff1a;\u4e86\u89e3\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u548c\u6280\u5de7&#xff0c;\u5982\u6570\u636e\u589e\u5f3a\u6280\u672f&#xff08;\u5728\u6587\u672c\u6570\u636e\u4e2d\u53ef\u91c7\u7528\u540c\u4e49\u8bcd\u66ff\u6362\u3001\u968f\u673a\u5220\u9664\u5355\u8bcd\u7b49\u65b9\u5f0f\u6269\u5145\u6570\u636e&#xff09;\u3001\u591a\u4efb\u52a1\u9884\u8bad\u7ec3&#xff08;\u540c\u65f6\u5728\u591a\u4e2a\u76f8\u5173\u4efb\u52a1\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3&#xff0c;\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b&#xff09;\u7b49\u3002\u5b66\u4e60\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u4f5c\u4e3a\u57fa\u7840&#xff0c;\u4ee5\u53ca\u5982\u4f55\u6839\u636e\u5177\u4f53\u4efb\u52a1\u548c\u6570\u636e\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u8c03\u6574\u548c\u4f18\u5316\u3002<\/p>\n<\/li>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114924-698332449927e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h5>&#xff08;\u4e09&#xff09;\u81ea\u7136\u8bed\u8a00\u5904\u7406\u57fa\u7840&#xff08;\u9488\u5bf9\u5927\u6a21\u578b\u5728 NLP \u9886\u57df\u5e94\u7528&#xff09;<\/h5>\n<li>\n<p>\u6587\u672c\u9884\u5904\u7406\u6280\u672f&#xff1a;\u719f\u7ec3\u638c\u63e1\u6587\u672c\u6e05\u6d17&#xff0c;\u53bb\u9664\u6587\u672c\u4e2d\u7684\u566a\u58f0&#xff0c;\u5982\u7279\u6b8a\u5b57\u7b26\u3001HTML \u6807\u7b7e\u7b49&#xff1b;\u5b66\u4f1a\u5206\u8bcd&#xff0c;\u5c06\u8fde\u7eed\u7684\u6587\u672c\u5206\u5272\u6210\u4e00\u4e2a\u4e2a\u5355\u8bcd\u6216\u5b50\u8bcd&#xff0c;\u5e38\u89c1\u7684\u5206\u8bcd\u65b9\u6cd5\u6709\u57fa\u4e8e\u89c4\u5219\u7684\u5206\u8bcd\u3001\u57fa\u4e8e\u7edf\u8ba1\u7684\u5206\u8bcd\u7b49&#xff1b;\u4e86\u89e3\u8bcd\u6027\u6807\u6ce8&#xff0c;\u4e3a\u6bcf\u4e2a\u5355\u8bcd\u6807\u6ce8\u5176\u8bcd\u6027&#xff08;\u5982\u540d\u8bcd\u3001\u52a8\u8bcd\u3001\u5f62\u5bb9\u8bcd\u7b49&#xff09;&#xff0c;\u8fd9\u6709\u52a9\u4e8e\u540e\u7eed\u7684\u8bed\u6cd5\u5206\u6790\u548c\u8bed\u4e49\u7406\u89e3\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bcd\u5d4c\u5165&#xff1a;\u7406\u89e3\u8bcd\u5d4c\u5165\u7684\u6982\u5ff5&#xff0c;\u5982 Word2Vec\u3001GloVe \u7b49\u4f20\u7edf\u8bcd\u5d4c\u5165\u65b9\u6cd5\u5982\u4f55\u5c06\u5355\u8bcd\u6620\u5c04\u5230\u4f4e\u7ef4\u5411\u91cf\u7a7a\u95f4&#xff0c;\u4f7f\u5f97\u8bed\u4e49\u76f8\u8fd1\u7684\u5355\u8bcd\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u8ddd\u79bb\u8f83\u8fd1\u3002\u638c\u63e1\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8bcd\u5d4c\u5165&#xff0c;\u5982 BERT \u5d4c\u5165&#xff0c;\u5176\u80fd\u591f\u6355\u6349\u5355\u8bcd\u5728\u4e0a\u4e0b\u6587\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f&#xff0c;\u76f8\u6bd4\u4f20\u7edf\u8bcd\u5d4c\u5165\u66f4\u5177\u4f18\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bed\u8a00\u6a21\u578b&#xff1a;\u5b66\u4e60\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u672c\u6982\u5ff5\u548c\u8bc4\u4f30\u6307\u6807&#xff0c;\u4e86\u89e3\u4f20\u7edf\u8bed\u8a00\u6a21\u578b&#xff08;\u5982 N &#8211; gram \u6a21\u578b&#xff09;\u7684\u539f\u7406\u548c\u5c40\u9650\u6027&#xff0c;\u6df1\u5165\u7406\u89e3\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u8bed\u8a00\u6a21\u578b&#xff08;\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u8bed\u8a00\u6a21\u578b\u3001Transformer \u8bed\u8a00\u6a21\u578b&#xff09;\u5982\u4f55\u901a\u8fc7\u5bf9\u5927\u91cf\u6587\u672c\u7684\u5b66\u4e60&#xff0c;\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u51fa\u73b0\u7684\u6982\u7387&#xff0c;\u4ece\u800c\u751f\u6210\u8fde\u8d2f\u7684\u6587\u672c\u3002\u53ef\u53c2\u8003\u4e66\u7c4d\u300aSpeech and Language Processing\u300b&#xff08;Jurafsky&#xff09;&#xff0c;\u5b66\u4e60\u65af\u5766\u798f CS224N&#xff08;NLP with Deep Learning&#xff09;\u8bfe\u7a0b\u3002<\/p>\n<\/li>\n<h4>\u4e09\u3001\u5b9e\u6218\u9879\u76ee\u9636\u6bb5<\/h4>\n<h5>&#xff08;\u4e00&#xff09;\u57fa\u7840\u5b9e\u6218\u9879\u76ee<\/h5>\n<li>\u7ecf\u5178\u5927\u6a21\u578b\u9879\u76ee\u590d\u73b0&#xff1a;\u5c1d\u8bd5\u590d\u73b0\u4e00\u4e9b\u7ecf\u5178\u7684\u5927\u6a21\u578b\u9879\u76ee&#xff0c;\u5982 GPT \u7cfb\u5217\u3001BERT \u7b49\u3002\u5728\u590d\u73b0\u8fc7\u7a0b\u4e2d&#xff0c;\u6df1\u5165\u7406\u89e3\u6a21\u578b\u7684\u67b6\u6784\u642d\u5efa\u3001\u53c2\u6570\u8bbe\u7f6e\u3001\u8bad\u7ec3\u6d41\u7a0b\u7b49\u7ec6\u8282\u3002\u4f8b\u5982&#xff0c;\u4f7f\u7528 PyTorch \u6216 TensorFlow \u6846\u67b6\u642d\u5efa BERT \u6a21\u578b&#xff0c;\u52a0\u8f7d\u9884\u8bad\u7ec3\u6743\u91cd&#xff0c;\u5e76\u5728\u7279\u5b9a\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1&#xff08;\u5982\u6587\u672c\u5206\u7c7b&#xff09;\u4e0a\u8fdb\u884c\u5fae\u8c03\u8bad\u7ec3&#xff0c;\u901a\u8fc7\u5b9e\u8df5\u52a0\u6df1\u5bf9\u5927\u6a21\u578b\u6280\u672f\u548c\u5e94\u7528\u7684\u7406\u89e3\u3002\u53ef\u53c2\u8003 Hugging Face \u6559\u7a0b&#xff0c;\u4f7f\u7528 Hugging Face \u63d0\u4f9b\u7684\u5de5\u5177\u548c\u63a5\u53e3&#xff0c;\u5feb\u901f\u8c03\u7528 API \u8fdb\u884c\u6a21\u578b\u7684\u52a0\u8f7d\u548c\u4f7f\u7528&#xff0c;\u5982&#xff1a;<\/li>\n<p>from transformers import pipeline<br \/>\ngenerator &#061; pipeline(&#034;text &#8211; generation&#034;, model &#061; &#034;gpt2&#034;)<br \/>\nprint(generator(&#034;Hello, I\u2019m learning LLM because&#034;, max_length &#061; 50))<\/p>\n<li>\u7b80\u5355\u5e94\u7528\u5f00\u53d1&#xff1a;\u57fa\u4e8e\u6240\u5b66\u7684\u5927\u6a21\u578b\u77e5\u8bc6&#xff0c;\u5f00\u53d1\u4e00\u4e9b\u7b80\u5355\u7684\u5e94\u7528&#xff0c;\u5982\u6587\u672c\u6458\u8981\u751f\u6210\u5668&#xff0c;\u8f93\u5165\u4e00\u7bc7\u6587\u7ae0&#xff0c;\u6a21\u578b\u80fd\u591f\u81ea\u52a8\u751f\u6210\u7b80\u6d01\u7684\u6458\u8981&#xff1b;\u6216\u8005\u5f00\u53d1\u4e00\u4e2a\u60c5\u611f\u5206\u6790\u5de5\u5177&#xff0c;\u5224\u65ad\u7ed9\u5b9a\u6587\u672c\u7684\u60c5\u611f\u503e\u5411&#xff08;\u79ef\u6781\u3001\u6d88\u6781\u6216\u4e2d\u6027&#xff09;\u3002\u901a\u8fc7\u8fd9\u4e9b\u57fa\u7840\u9879\u76ee&#xff0c;\u953b\u70bc\u5c06\u7406\u8bba\u77e5\u8bc6\u8f6c\u5316\u4e3a\u5b9e\u9645\u5e94\u7528\u7684\u80fd\u529b\u3002<\/li>\n<h5>&#xff08;\u4e8c&#xff09;\u9886\u57df\u7279\u5b9a\u5b9e\u6218\u9879\u76ee<\/h5>\n<li>\n<p>\u6839\u636e\u5174\u8da3\u6216\u804c\u4e1a\u9700\u6c42\u9009\u62e9\u9886\u57df&#xff1a;\u5982\u679c\u5bf9\u533b\u7597\u9886\u57df\u611f\u5174\u8da3&#xff0c;\u53ef\u4ee5\u6784\u5efa\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u533b\u5b66\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7cfb\u7edf&#xff0c;\u4ece\u533b\u5b66\u6587\u732e\u4e2d\u8bc6\u522b\u51fa\u75be\u75c5\u540d\u79f0\u3001\u836f\u7269\u540d\u79f0\u3001\u75c7\u72b6\u7b49\u5b9e\u4f53&#xff1b;\u82e5\u4ece\u4e8b\u91d1\u878d\u884c\u4e1a&#xff0c;\u53ef\u5f00\u53d1\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u91d1\u878d\u98ce\u9669\u9884\u6d4b\u6a21\u578b&#xff0c;\u5229\u7528\u91d1\u878d\u6570\u636e\u548c\u6587\u672c\u4fe1\u606f\u9884\u6d4b\u5e02\u573a\u98ce\u9669\u3002<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5b9e\u65bd\u4e0e\u4f18\u5316&#xff1a;\u5728\u9879\u76ee\u5b9e\u65bd\u8fc7\u7a0b\u4e2d&#xff0c;\u6df1\u5165\u4e86\u89e3\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u7279\u70b9\u548c\u4efb\u52a1\u9700\u6c42&#xff0c;\u5bf9\u6570\u636e\u8fdb\u884c\u6536\u96c6\u3001\u6e05\u6d17\u3001\u6807\u6ce8\u7b49\u9884\u5904\u7406\u5de5\u4f5c\u3002\u9488\u5bf9\u5177\u4f53\u4efb\u52a1\u9009\u62e9\u5408\u9002\u7684\u5927\u6a21\u578b\u67b6\u6784&#xff0c;\u5e76\u8fdb\u884c\u5fae\u8c03\u4f18\u5316\u3002\u4f8b\u5982&#xff0c;\u5728\u6784\u5efa\u533b\u7597\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7cfb\u7edf\u65f6&#xff0c;\u53ef\u9009\u62e9\u5728\u533b\u5b66\u9886\u57df\u6709\u8f83\u597d\u8868\u73b0\u7684 BioBERT \u6a21\u578b\u8fdb\u884c\u5fae\u8c03&#xff0c;\u901a\u8fc7\u8c03\u6574\u8d85\u53c2\u6570\u3001\u589e\u52a0\u9886\u57df\u7279\u5b9a\u6570\u636e\u7b49\u65b9\u5f0f&#xff0c;\u63d0\u9ad8\u6a21\u578b\u5728\u533b\u7597\u6587\u672c\u4e0a\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002\u540c\u65f6&#xff0c;\u5b66\u4e60\u4f7f\u7528\u8bc4\u4f30\u6307\u6807&#xff08;\u5982\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1 \u5206\u6570\u7b49&#xff09;\u5bf9\u9879\u76ee\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30&#xff0c;\u4e0d\u65ad\u4f18\u5316\u9879\u76ee\u6027\u80fd\u3002\u53ef\u53c2\u4e0e Kaggle \u7ade\u8d5b&#xff08;\u5982 NLP \u7ade\u8d5b&#xff1a;\u6587\u672c\u751f\u6210\u3001\u6458\u8981\u751f\u6210\u7b49&#xff09;&#xff0c;\u4e0e\u5176\u4ed6\u5f00\u53d1\u8005\u4ea4\u6d41\u7ecf\u9a8c&#xff0c;\u63d0\u5347\u9879\u76ee\u5b9e\u8df5\u80fd\u529b\u3002<\/p>\n<\/li>\n<h4>\u56db\u3001\u9ad8\u7ea7\u6280\u80fd\u5b66\u4e60\u9636\u6bb5<\/h4>\n<h5>&#xff08;\u4e00&#xff09;\u5927\u6a21\u578b API \u5e94\u7528\u5f00\u53d1<\/h5>\n<li>\n<p>\u4e3b\u6d41\u5927\u6a21\u578b API \u4f7f\u7528&#xff1a;\u5b66\u4e60\u5982\u4f55\u4f7f\u7528 OpenAI API\u3001\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00 API\u3001\u963f\u91cc\u901a\u4e49\u5343\u95ee API \u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u7684 API \u8fdb\u884c\u5e94\u7528\u5f00\u53d1\u3002\u4e86\u89e3\u5982\u4f55\u6ce8\u518c\u8d26\u53f7\u3001\u83b7\u53d6 API \u5bc6\u94a5&#xff0c;\u719f\u6089 API \u7684\u63a5\u53e3\u6587\u6863\u548c\u8c03\u7528\u65b9\u5f0f\u3002\u4f8b\u5982&#xff0c;\u4f7f\u7528 OpenAI \u7684 ChatGPT API \u5f00\u53d1\u4e00\u4e2a\u667a\u80fd\u5ba2\u670d\u804a\u5929\u673a\u5668\u4eba&#xff0c;\u901a\u8fc7\u8c03\u7528 API \u53d1\u9001\u7528\u6237\u7684\u95ee\u9898&#xff0c;\u5e76\u63a5\u6536\u6a21\u578b\u8fd4\u56de\u7684\u56de\u7b54&#xff0c;\u5b9e\u73b0\u4e0e\u7528\u6237\u7684\u4ea4\u4e92\u3002<\/p>\n<\/li>\n<li>\n<p>Python \u63a5\u53e3\u63a5\u5165\u4e0e\u5f00\u53d1\u6280\u5de7&#xff1a;\u638c\u63e1\u4f7f\u7528 Python \u7f16\u5199\u4ee3\u7801\u63a5\u5165\u5927\u6a21\u578b API \u7684\u65b9\u6cd5&#xff0c;\u5b66\u4f1a\u5904\u7406 API \u8bf7\u6c42\u548c\u54cd\u5e94\u6570\u636e&#xff0c;\u5305\u62ec\u6570\u636e\u7684\u683c\u5f0f\u8f6c\u6362\u3001\u9519\u8bef\u5904\u7406\u7b49\u3002\u4f8b\u5982&#xff0c;\u5c06\u7528\u6237\u8f93\u5165\u7684\u6587\u672c\u6570\u636e\u8f6c\u6362\u4e3a\u7b26\u5408 API \u8981\u6c42\u7684\u683c\u5f0f\u8fdb\u884c\u8bf7\u6c42\u53d1\u9001&#xff0c;\u5bf9\u63a5\u6536\u5230\u7684 API \u54cd\u5e94\u7ed3\u679c\u8fdb\u884c\u89e3\u6790\u548c\u5904\u7406&#xff0c;\u6839\u636e\u54cd\u5e94\u5185\u5bb9\u8fdb\u884c\u76f8\u5e94\u7684\u4e1a\u52a1\u903b\u8f91\u5904\u7406\u3002\u5b66\u4e60\u5982\u4f55\u4f18\u5316 API \u8c03\u7528\u7684\u6548\u7387&#xff0c;\u5982\u5408\u7406\u8bbe\u7f6e\u8bf7\u6c42\u53c2\u6570\u3001\u7f13\u5b58\u5e38\u7528\u7ed3\u679c\u7b49&#xff0c;\u4ee5\u964d\u4f4e\u5e94\u7528\u7684\u8fd0\u884c\u6210\u672c\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e8c&#xff09;\u5927\u6a21\u578b\u5e94\u7528\u67b6\u6784\u5b9e\u8df5<\/h5>\n<li>\n<p>LangChain \u6846\u67b6\u5b66\u4e60&#xff1a;\u6df1\u5165\u5b66\u4e60 LangChain \u6846\u67b6&#xff0c;\u5b83\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u5de5\u5177\u548c\u7ec4\u4ef6&#xff0c;\u7528\u4e8e\u6784\u5efa\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u590d\u6742\u5e94\u7528\u3002\u4e86\u89e3 LangChain \u4e2d\u7684\u63d0\u793a\u8bcd\u7ba1\u7406\u3001\u6587\u6863\u52a0\u8f7d\u4e0e\u5904\u7406\u3001\u94fe&#xff08;Chain&#xff09;\u548c\u4ee3\u7406&#xff08;Agent&#xff09;\u7b49\u6982\u5ff5\u548c\u529f\u80fd\u3002\u4f8b\u5982&#xff0c;\u4f7f\u7528 LangChain \u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u6587\u6863\u95ee\u7b54\u7cfb\u7edf&#xff0c;\u901a\u8fc7\u52a0\u8f7d\u6587\u6863\u6570\u636e&#xff0c;\u5229\u7528\u94fe\u548c\u4ee3\u7406\u673a\u5236&#xff0c;\u7ed3\u5408\u5927\u6a21\u578b\u5b9e\u73b0\u5bf9\u6587\u6863\u5185\u5bb9\u7684\u667a\u80fd\u95ee\u7b54\u3002<\/p>\n<\/li>\n<li>\n<p>Agents \u7b49\u6846\u67b6\u5e94\u7528&#xff1a;\u5b66\u4e60\u5176\u4ed6\u76f8\u5173\u6846\u67b6&#xff0c;\u5982 AutoGPT\u3001MetaGPT \u7b49\u591a Agent \u7cfb\u7edf\u6846\u67b6\u3002\u7406\u89e3 Agent \u7684\u6982\u5ff5&#xff0c;\u5373\u80fd\u591f\u81ea\u4e3b\u51b3\u7b56\u548c\u6267\u884c\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u3002\u638c\u63e1\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u6846\u67b6\u6784\u5efa\u591a Agent \u534f\u4f5c\u7684\u5e94\u7528&#xff0c;\u5982\u901a\u8fc7 AutoGPT \u5b9e\u73b0\u4e00\u4e2a\u80fd\u591f\u81ea\u4e3b\u5b8c\u6210\u590d\u6742\u4efb\u52a1&#xff08;\u5982\u5236\u5b9a\u65c5\u884c\u8ba1\u5212\u3001\u64b0\u5199\u7814\u7a76\u62a5\u544a\u7b49&#xff09;\u7684\u667a\u80fd\u4f53\u7cfb\u7edf&#xff0c;\u6bcf\u4e2a Agent \u8d1f\u8d23\u4e0d\u540c\u7684\u5b50\u4efb\u52a1&#xff0c;\u901a\u8fc7\u76f8\u4e92\u534f\u4f5c\u5b8c\u6210\u6700\u7ec8\u76ee\u6807\u3002\u540c\u65f6&#xff0c;\u5b66\u4e60\u4f7f\u7528\u53ef\u89c6\u5316\u5de5\u5177&#xff08;\u5982 Coze\u3001Dify \u7b49&#xff09;\u8f85\u52a9\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u548c\u8c03\u8bd5&#xff0c;\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\u66f4\u76f4\u89c2\u5730\u7ba1\u7406\u548c\u4f18\u5316\u5e94\u7528\u6d41\u7a0b\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e09&#xff09;\u6a21\u578b\u5fae\u8c03\u4e0e\u79c1\u6709\u5316\u90e8\u7f72<\/h5>\n<li>\n<p>\u5927\u6a21\u578b\u5fae\u8c03\u6280\u672f&#xff1a;\u6df1\u5165\u638c\u63e1\u5927\u6a21\u578b\u7684\u5fae\u8c03\u6280\u672f&#xff0c;\u7406\u89e3\u5982\u4f55\u6839\u636e\u7279\u5b9a\u4efb\u52a1\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u4e86\u89e3\u4e0d\u540c\u7684\u5fae\u8c03\u65b9\u6cd5&#xff0c;\u5982\u5168\u91cf\u5fae\u8c03&#xff08;\u5bf9\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\u8fdb\u884c\u8c03\u6574&#xff09;\u3001\u90e8\u5206\u5fae\u8c03&#xff08;\u53ea\u5bf9\u6a21\u578b\u7684\u7279\u5b9a\u5c42\u6216\u90e8\u5206\u53c2\u6570\u8fdb\u884c\u8c03\u6574&#xff09;\u3001\u57fa\u4e8e\u9002\u914d\u5668&#xff08;Adapter&#xff09;\u7684\u5fae\u8c03&#xff08;\u5982 LoRA \u4f4e\u79e9\u9002\u5e94\u6280\u672f&#xff0c;\u901a\u8fc7\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u4f4e\u79e9\u77e9\u9635\u6765\u8fdb\u884c\u5fae\u8c03&#xff0c;\u51cf\u5c11\u8ba1\u7b97\u91cf\u548c\u5185\u5b58\u9700\u6c42&#xff09;\u7b49\u3002\u5b66\u4e60\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u5fae\u8c03\u7b56\u7565&#xff0c;\u6839\u636e\u4efb\u52a1\u7279\u70b9\u548c\u6570\u636e\u91cf\u786e\u5b9a\u5fae\u8c03\u7684\u53c2\u6570\u8bbe\u7f6e&#xff0c;\u5982\u5b66\u4e60\u7387\u3001\u8bad\u7ec3\u8f6e\u6570\u7b49\u3002\u4f8b\u5982&#xff0c;\u5728\u6784\u5efa\u4e00\u4e2a\u6cd5\u5f8b\u9886\u57df\u7684\u6587\u672c\u5206\u7c7b\u6a21\u578b\u65f6&#xff0c;\u4f7f\u7528 LoRA \u6280\u672f\u5bf9\u9884\u8bad\u7ec3\u7684\u5927\u6a21\u578b\u8fdb\u884c\u5fae\u8c03&#xff0c;\u5229\u7528\u5c11\u91cf\u7684\u6cd5\u5f8b\u9886\u57df\u6807\u6ce8\u6570\u636e&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u51c6\u786e\u5730\u5bf9\u6cd5\u5f8b\u6587\u672c\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<\/li>\n<li>\n<p>\u79c1\u6709\u5316\u90e8\u7f72&#xff1a;\u4e86\u89e3\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u7684\u6d41\u7a0b\u548c\u65b9\u6cd5&#xff0c;\u638c\u63e1\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u786c\u4ef6\u8bbe\u5907&#xff08;\u5982 GPU \u670d\u52a1\u5668&#xff09;\u6765\u652f\u6301\u6a21\u578b\u7684\u8fd0\u884c\u3002\u5b66\u4e60\u4f7f\u7528\u63a8\u7406\u90e8\u7f72\u6846\u67b6&#xff0c;\u5982 Ollama\u3001vLLM \u7b49&#xff0c;\u5b9e\u73b0\u6a21\u578b\u7684\u5feb\u901f\u90e8\u7f72\u548c\u63a8\u7406\u3002\u4e86\u89e3\u5982\u4f55\u8fdb\u884c\u6a21\u578b\u7684\u4f18\u5316\u548c\u52a0\u901f&#xff0c;\u5982\u6a21\u578b\u91cf\u5316&#xff08;\u5c06\u6a21\u578b\u53c2\u6570\u4ece\u9ad8\u7cbe\u5ea6\u6570\u636e\u7c7b\u578b\u8f6c\u6362\u4e3a\u4f4e\u7cbe\u5ea6\u6570\u636e\u7c7b\u578b&#xff0c;\u51cf\u5c11\u5185\u5b58\u5360\u7528\u548c\u8ba1\u7b97\u91cf&#xff09;\u3001\u6a21\u578b\u84b8\u998f&#xff08;\u5c06\u590d\u6742\u7684\u5927\u6a21\u578b\u77e5\u8bc6\u8fc1\u79fb\u5230\u8f83\u5c0f\u7684\u6a21\u578b\u4e0a&#xff0c;\u63d0\u9ad8\u63a8\u7406\u6548\u7387&#xff09;\u7b49\u6280\u672f\u5728\u79c1\u6709\u5316\u90e8\u7f72\u4e2d\u7684\u5e94\u7528\u3002\u540c\u65f6&#xff0c;\u5173\u6ce8\u6a21\u578b\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\u548c\u9690\u79c1\u95ee\u9898&#xff0c;\u786e\u4fdd\u6a21\u578b\u548c\u6570\u636e\u7684\u5b89\u5168\u3002<\/p>\n<\/li>\n<h4>\u4e94\u3001\u6301\u7eed\u5b66\u4e60\u4e0e\u63a2\u7d22<\/h4>\n<h5>&#xff08;\u4e00&#xff09;\u5173\u6ce8\u524d\u6cbf\u6280\u672f<\/h5>\n<li>\n<p>\u5b66\u672f\u7814\u7a76\u8ddf\u8e2a&#xff1a;\u6301\u7eed\u5173\u6ce8\u5927\u6a21\u578b\u9886\u57df\u7684\u6700\u65b0\u5b66\u672f\u7814\u7a76\u8fdb\u5c55&#xff0c;\u5b9a\u671f\u9605\u8bfb\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae&#xff08;\u5982 NeurIPS\u3001ICLR\u3001ACL\u3001EMNLP \u7b49&#xff09;\u548c\u671f\u520a\u4e0a\u7684\u76f8\u5173\u8bba\u6587\u3002\u5173\u6ce8 ArXiv\u3001Papers With Code \u7b49\u8bba\u6587\u5e93&#xff0c;\u53ca\u65f6\u4e86\u89e3\u65b0\u7684\u6a21\u578b\u67b6\u6784\u3001\u7b97\u6cd5\u6539\u8fdb\u3001\u5e94\u7528\u62d3\u5c55\u7b49\u65b9\u9762\u7684\u7814\u7a76\u6210\u679c\u3002\u4f8b\u5982&#xff0c;\u5173\u6ce8\u591a\u6a21\u6001\u6a21\u578b&#xff08;\u5982\u7ed3\u5408\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u79cd\u6570\u636e\u6a21\u6001\u7684\u6a21\u578b&#xff09;\u7684\u7814\u7a76\u8fdb\u5c55&#xff0c;\u4e86\u89e3\u5982\u4f55\u5c06\u4e0d\u540c\u6a21\u6001\u7684\u6570\u636e\u878d\u5408\u5230\u4e00\u8d77&#xff0c;\u63d0\u5347\u6a21\u578b\u7684\u7efc\u5408\u80fd\u529b&#xff1b;\u5173\u6ce8\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f\u7684\u53d1\u5c55&#xff0c;\u4e0d\u65ad\u63a2\u7d22\u66f4\u9ad8\u6548\u3001\u66f4\u7075\u6d3b\u7684\u6a21\u578b\u5fae\u8c03\u65b9\u6cd5\u3002<\/p>\n<\/li>\n<li>\n<p>\u884c\u4e1a\u52a8\u6001\u5173\u6ce8&#xff1a;\u5173\u6ce8 OpenAI\u3001Google AI\u3001Meta AI \u7b49\u884c\u4e1a\u9886\u5148\u673a\u6784\u7684\u535a\u5ba2\u548c\u6280\u672f\u62a5\u544a&#xff0c;\u4e86\u89e3\u4ed6\u4eec\u5728\u5927\u6a21\u578b\u7814\u53d1\u548c\u5e94\u7528\u65b9\u9762\u7684\u6700\u65b0\u52a8\u6001\u3002\u5173\u6ce8\u5f00\u6e90\u5927\u6a21\u578b\u9879\u76ee&#xff08;\u5982 Llama 2\u3001Falcon\u3001Mistral \u7b49&#xff09;\u7684\u53d1\u5c55&#xff0c;\u5b66\u4e60\u5176\u4ee3\u7801\u5b9e\u73b0\u548c\u521b\u65b0\u70b9&#xff0c;\u53c2\u4e0e\u5f00\u6e90\u793e\u533a\u7684\u8ba8\u8bba\u548c\u8d21\u732e\u3002\u540c\u65f6&#xff0c;\u5173\u6ce8\u5927\u6a21\u578b\u5728\u5404\u4e2a\u884c\u4e1a\u7684\u5e94\u7528\u6848\u4f8b\u548c\u5546\u4e1a\u843d\u5730\u60c5\u51b5&#xff0c;\u5206\u6790\u884c\u4e1a\u8d8b\u52bf\u548c\u5e02\u573a\u9700\u6c42&#xff0c;\u4e3a\u81ea\u5df1\u7684\u5b66\u4e60\u548c\u5b9e\u8df5\u63d0\u4f9b\u65b9\u5411\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e8c&#xff09;\u52a0\u5165\u793e\u533a\u4e0e\u4ea4\u6d41<\/h5>\n<li>\n<p>\u53c2\u4e0e\u56fd\u9645\u793e\u533a&#xff1a;\u79ef\u6781\u52a0\u5165 GitHub\u3001Reddit \u7b49\u56fd\u9645\u77e5\u540d\u7684\u6280\u672f\u793e\u533a&#xff0c;\u5728\u76f8\u5173\u7684\u5927\u6a21\u578b\u8ba8\u8bba\u677f\u5757\u4e0e\u5168\u7403\u7684\u5f00\u53d1\u8005\u3001\u7814\u7a76\u8005\u4ea4\u6d41\u5fc3\u5f97\u3001\u5206\u4eab\u7ecf\u9a8c\u3002\u5728 GitHub \u4e0a\u53c2\u4e0e\u5927\u6a21\u578b\u76f8\u5173\u7684\u5f00\u6e90\u9879\u76ee&#xff0c;\u901a\u8fc7\u9605\u8bfb\u548c\u8d21\u732e\u4ee3\u7801&#xff0c;\u5b66\u4e60\u4f18\u79c0\u7684\u4ee3\u7801\u5b9e\u8df5\u548c\u9879\u76ee\u7ecf\u9a8c\u3002\u5728 Reddit \u7684 r\/MachineLearning \u7b49\u8bba\u575b\u4e0a&#xff0c;\u5173\u6ce8\u70ed\u95e8\u8bdd\u9898\u8ba8\u8bba&#xff0c;\u4e0e\u5176\u4ed6\u5b66\u4e60\u8005\u5171\u540c\u63a2\u8ba8\u5927\u6a21\u578b\u6280\u672f\u7684\u96be\u9898\u548c\u89e3\u51b3\u65b9\u6848&#xff0c;\u62d3\u5bbd\u81ea\u5df1\u7684\u89c6\u91ce\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u6587\u793e\u533a\u4e92\u52a8&#xff1a;\u53c2\u4e0e\u56fd\u5185\u7684\u77e5\u4e4e\u3001\u6398\u91d1\u7b49\u6280\u672f\u793e\u533a&#xff0c;\u5173\u6ce8 AI \u5927\u6a21\u578b\u76f8\u5173\u7684\u8bdd\u9898\u548c\u4e13\u680f&#xff0c;\u4e0e\u56fd\u5185\u7684\u540c\u884c\u8fdb\u884c\u4ea4\u6d41\u3002\u5173\u6ce8 AI \u76f8\u5173\u7684\u516c\u4f17\u53f7&#xff08;\u5982\u300c\u674e rumor\u300d\u300c\u673a\u5668\u4e4b\u5fc3\u300d\u7b49&#xff09;&#xff0c;\u83b7\u53d6\u6700\u65b0\u7684\u884c\u4e1a\u8d44\u8baf\u3001\u6280\u672f\u89e3\u8bfb\u548c\u5b66\u4e60\u8d44\u6e90\u63a8\u8350\u3002\u540c\u65f6&#xff0c;\u53ef\u4ee5\u52a0\u5165\u4e00\u4e9b\u5927\u6a21\u578b\u5b66\u4e60\u4ea4\u6d41\u7fa4&#xff0c;\u4e0e\u5fd7\u540c\u9053\u5408\u7684\u670b\u53cb\u4e00\u8d77\u5b66\u4e60\u3001\u4e92\u76f8\u7763\u4fc3&#xff0c;\u5171\u540c\u8fdb\u6b65\u3002<\/p>\n<\/li>\n<h5>&#xff08;\u4e09&#xff09;\u5b9e\u8df5\u4e0e\u521b\u65b0<\/h5>\n<li>\n<p>\u5b9e\u9645\u9879\u76ee\u53c2\u4e0e&#xff1a;\u5728\u5de5\u4f5c\u6216\u5b66\u4e60\u4e2d&#xff0c;\u79ef\u6781\u5bfb\u627e\u673a\u4f1a\u53c2\u4e0e\u5b9e\u9645\u7684\u5927\u6a21\u578b\u9879\u76ee&#xff0c;\u5c06\u6240\u5b66\u77e5\u8bc6\u5e94\u7528\u5230\u771f\u5b9e\u573a\u666f\u4e2d\u3002\u901a\u8fc7\u89e3\u51b3\u5b9e\u9645\u95ee\u9898&#xff0c;\u4e0d\u65ad\u79ef\u7d2f\u7ecf\u9a8c&#xff0c;\u63d0\u5347\u81ea\u5df1\u7684\u5b9e\u8df5\u80fd\u529b\u3002\u4f8b\u5982&#xff0c;\u53c2\u4e0e\u4f01\u4e1a\u7684\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u5347\u7ea7\u9879\u76ee&#xff0c;\u5229\u7528\u5927\u6a21\u578b\u63d0\u5347\u5ba2\u670d\u6548\u7387\u548c\u8d28\u91cf&#xff1b;\u6216\u8005\u53c2\u4e0e\u79d1\u7814\u9879\u76ee&#xff0c;\u63a2\u7d22\u5927\u6a21\u578b\u5728\u65b0\u9886\u57df\u7684\u5e94\u7528\u53ef\u80fd\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u521b\u65b0\u5c1d\u8bd5&#xff1a;\u5728\u5b9e\u8df5\u7684\u57fa\u7840\u4e0a&#xff0c;\u52c7\u4e8e\u5c1d\u8bd5\u65b0\u7684\u60f3\u6cd5\u548c\u6280\u672f&#xff0c;\u8fdb\u884c\u521b\u65b0\u6027\u63a2\u7d22\u3002\u53ef\u4ee5\u7ed3\u5408\u81ea\u5df1\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u5174\u8da3&#xff0c;\u5f00\u5c55\u4e00\u4e9b\u5c0f\u578b\u7684\u521b\u65b0\u9879\u76ee&#xff0c;\u5982\u5f00\u53d1\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u4e2a\u6027\u5316\u6559\u80b2\u8f85\u52a9\u5de5\u5177\u3001\u63a2\u7d22\u5927\u6a21\u578b\u5728\u827a\u672f\u521b\u4f5c\u9886\u57df\u7684\u5e94\u7528&#xff08;\u5982\u751f\u6210\u97f3\u4e50\u3001\u7ed8\u753b\u7b49&#xff09;\u3002\u53c2\u4e0e\u5404\u7c7b\u4eba\u5de5\u667a\u80fd\u7ade\u8d5b&#xff0c;\u5982 Kaggle\u3001\u5929\u6c60\u7b49\u5e73\u53f0\u4e0a\u7684\u5927\u6a21\u578b\u76f8\u5173\u7ade\u8d5b&#xff0c;\u4e0e\u5176\u4ed6\u53c2\u8d5b\u8005\u7ade\u4e89\u548c\u4ea4\u6d41&#xff0c;\u6fc0\u53d1\u521b\u65b0\u601d\u7ef4&#xff0c;\u63d0\u5347\u81ea\u5df1\u7684\u521b\u65b0\u80fd\u529b\u3002<\/p>\n<\/li>\n<p>\u5b66\u4e60\u5927\u6a21\u578b\u662f\u4e00\u4e2a\u6301\u7eed\u4e14\u5145\u6ee1\u6311\u6218\u7684\u8fc7\u7a0b&#xff0c;\u9700\u8981\u4e0d\u65ad\u6295\u5165\u65f6\u95f4\u548c\u7cbe\u529b&#xff0c;\u4fdd\u6301\u5bf9\u65b0\u6280\u672f\u7684\u597d\u5947\u5fc3\u548c\u63a2\u7d22\u7cbe\u795e\u3002\u901a\u8fc7\u4ee5\u4e0a\u7cfb\u7edf\u7684\u5b66\u4e60\u8def\u7ebf&#xff0c;\u4ece\u57fa\u7840\u51c6\u5907\u9010\u6b65\u8fc8\u5411\u7cbe\u901a&#xff0c;\u76f8\u4fe1\u4f60\u80fd\u591f\u5728\u5927\u6a21\u578b\u9886\u57df\u53d6\u5f97\u663e\u8457\u7684\u8fdb\u6b65&#xff0c;\u4e3a\u672a\u6765\u7684\u804c\u4e1a\u53d1\u5c55\u6216\u5b66\u672f\u7814\u7a76\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<h3>\u200b\u6700\u540e<\/h3>\n<p>\u6211\u5728\u4e00\u7ebf\u79d1\u6280\u4f01\u4e1a\u6df1\u8015\u5341\u4e8c\u8f7d&#xff0c;\u89c1\u8bc1\u8fc7\u592a\u591a\u56e0\u6280\u672f\u66f4\u8fed\u800c\u8dc3\u8fc1\u7684\u6848\u4f8b\u3002\u90a3\u4e9b\u7387\u5148\u62e5\u62b1 AI \u7684\u540c\u4e8b&#xff0c;\u65e9\u5df2\u5728\u6548\u7387\u4e0e\u85aa\u8d44\u4e0a\u5f62\u6210\u4ee3\u9645\u4f18\u52bf&#xff0c;\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u5927\u6a21\u578b\u7684\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1\u3002<\/p>\n<p>\u6211\u6574\u7406\u51fa\u8fd9\u5957 AI \u5927\u6a21\u578b\u7a81\u56f4\u8d44\u6599\u5305&#xff1a;<\/p>\n<ul>\n<li>\u2705AI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u56fe<\/li>\n<li>\u2705Agent\u884c\u4e1a\u62a5\u544a<\/li>\n<li>\u2705100\u96c6\u5927\u6a21\u578b\u89c6\u9891\u6559\u7a0b<\/li>\n<li>\u2705\u5927\u6a21\u578b\u4e66\u7c4dPDF<\/li>\n<li>\u2705DeepSeek\u6559\u7a0b<\/li>\n<li>\u2705AI\u4ea7\u54c1\u7ecf\u7406\u5165\u95e8\u8d44\u6599<\/li>\n<\/ul>\n<p>\u5b8c\u6574\u7684\u5927\u6a21\u578b\u5b66\u4e60\u548c\u9762\u8bd5\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20\u5e26\u5230CSDN\u7684\u5b98\u65b9\u4e86&#xff0c;\u6709\u9700\u8981\u7684\u670b\u53cb\u53ef\u4ee5\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011&#x1f447;&#x1f447; \u200b\u200b <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114924-69833244de5d3.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e3a\u4ec0\u4e48\u8bf4\u73b0\u5728\u666e\u901a\u4eba\u5c31\u4e1a\/\u5347\u804c\u52a0\u85aa\u7684\u9996\u9009\u662fAI\u5927\u6a21\u578b&#xff1f;<\/h3>\n<p>\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u7206\u53d1\u5f0f\u589e\u957f&#xff0c;\u6b63\u4ee5\u4e0d\u53ef\u9006\u8f6c\u4e4b\u52bf\u91cd\u5851\u5c31\u4e1a\u5e02\u573a\u7248\u56fe\u3002\u4eceDeepSeek\u7b49\u56fd\u4ea7\u5927\u6a21\u578b\u5f15\u53d1\u7684\u79d1\u6280\u5708\u70ed\u8bae&#xff0c;\u5230\u5168\u56fd\u4e24\u4f1a\u5173\u4e8eAI\u4ea7\u4e1a\u53d1\u5c55\u7684\u653f\u7b56\u805a\u7126&#xff0c;\u518d\u5230\u62db\u8058\u4f1a\u4e0a\u6392\u8d77\u7684\u957f\u961f&#xff0c;AI\u7684\u70ed\u5ea6\u5df2\u4ece\u6280\u672f\u9886\u57df\u6e17\u900f\u5230\u5c31\u4e1a\u5e02\u573a\u7684\u6bcf\u4e00\u4e2a\u89d2\u843d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114925-698332450dbfe.jpg\" alt=\"img\" \/> \u667a\u8054\u62db\u8058\u7684\u6700\u65b0\u6570\u636e\u7ed9\u51fa\u4e86\u6700\u76f4\u89c2\u7684\u5370\u8bc1&#xff1a;2025\u5e742\u6708&#xff0c;AI\u9886\u57df\u6c42\u804c\u4eba\u6570\u540c\u6bd4\u589e\u5e45\u7a81\u7834200% &#xff0c;\u8fdc\u8d85\u5176\u4ed6\u884c\u4e1a\u5e73\u5747\u6c34\u5e73&#xff1b;\u6574\u4e2a\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u7684\u6c42\u804c\u589e\u901f\u8fbe\u523033.4%&#xff0c;\u4f4d\u5c45\u5404\u884c\u4e1a\u699c\u9996&#xff0c;\u5176\u4e2d\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u5e08\u5c97\u4f4d\u7684\u6c42\u804c\u70ed\u5ea6\u66f4\u662f\u98d9\u534769.6%\u3002<\/p>\n<p>AI\u4ea7\u4e1a\u7684\u5feb\u901f\u6269\u5f20&#xff0c;\u4e5f\u8ba9\u4eba\u624d\u4f9b\u9700\u77db\u76fe\u6108\u53d1\u7a81\u51fa\u3002\u9ea6\u80af\u9521\u62a5\u544a\u660e\u786e\u9884\u6d4b&#xff0c;\u52302030\u5e74\u4e2d\u56fdAI\u4e13\u4e1a\u4eba\u624d\u9700\u6c42\u5c06\u8fbe600\u4e07\u4eba&#xff0c;\u4eba\u624d\u7f3a\u53e3\u53ef\u80fd\u9ad8\u8fbe400\u4e07\u4eba&#xff0c;\u8fd9\u4e00\u7f3a\u53e3\u4e0d\u4ec5\u5b58\u5728\u4e8e\u6838\u5fc3\u6280\u672f\u9886\u57df&#xff0c;\u66f4\u8513\u5ef6\u81f3\u4ea7\u4e1a\u5e94\u7528\u7684\u5404\u4e2a\u73af\u8282\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114925-6983324520965.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u200b\u200b <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114925-698332458fb2b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u8d44\u6599\u5305\u6709\u4ec0\u4e48&#xff1f;<\/h3>\n<h3>\u2460\u4ece\u5165\u95e8\u5230\u7cbe\u901a\u7684\u5168\u5957\u89c6\u9891\u6559\u7a0b\u2464\u2465<\/h3>\n<p>\u5305\u542b\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001RAG\u3001Agent\u7b49\u6280\u672f\u70b9 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114926-698332463281c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2461 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\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114926-69833246a3795.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2462\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\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114926-69833246e3b99.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2463\u5404\u5927\u5382\u5927\u6a21\u578b\u9762\u8bd5\u9898\u76ee\u8be6\u89e3<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114927-6983324718b87.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2464 \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 Transactions\u7b49\u5b66\u672f\u671f\u520a\u548c\u8bf8\u591a\u56fd\u9645\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86\u8d85\u8fc750\u7bc7\u5b66\u672f\u8bba\u6587\u3001\u53d6\u5f97\u4e86\u591a\u9879\u7f8e\u56fd\u548c\u4e2d\u56fd\u53d1\u660e\u4e13\u5229&#xff0c;\u540c\u65f6\u8fd8\u65a9\u83b7\u4e86\u5434\u6587\u4fca\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u6280\u672f\u5956\u3002\u76ee\u524d\u6211\u6b63\u5728\u548c\u9c81\u535a\u58eb\u5171\u540c\u8fdb\u884c\u4eba\u5de5\u667a\u80fd\u7684\u7814\u7a76\u3002<\/p>\n<p>\u6240\u6709\u7684\u89c6\u9891\u6559\u7a0b\u7531\u667a\u6ccaAI\u8001\u5e08\u5f55\u5236&#xff0c;\u4e14\u8d44\u6599\u4e0e\u667a\u6ccaAI\u5171\u4eab&#xff0c;\u76f8\u4e92\u8865\u5145\u3002\u8fd9\u4efd\u5b66\u4e60\u5927\u793c\u5305\u5e94\u8be5\u7b97\u662f\u73b0\u5728\u6700\u5168\u9762\u7684\u5927\u6a21\u578b\u5b66\u4e60\u8d44\u6599\u4e86\u3002<\/p>\n<p>\u8d44\u6599\u5185\u5bb9\u6db5\u76d6\u4e86\u4ece\u5165\u95e8\u5230\u8fdb\u9636\u7684\u5404\u7c7b\u89c6\u9891\u6559\u7a0b\u548c\u5b9e\u6218\u9879\u76ee&#xff0c;\u65e0\u8bba\u4f60\u662f\u5c0f\u767d\u8fd8\u662f\u6709\u4e9b\u6280\u672f\u57fa\u7840\u7684&#xff0c;\u8fd9\u4efd\u8d44\u6599\u90fd\u7edd\u5bf9\u80fd\u5e2e\u52a9\u4f60\u63d0\u5347\u85aa\u8d44\u5f85\u9047&#xff0c;\u8f6c\u884c\u5927\u6a21\u578b\u5c97\u4f4d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114927-69833247855d6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114932-6983324c8c929.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u667a\u6ccaAI\u59cb\u7ec8\u79c9\u6301\u7740\u201c\u8ba9\u6bcf\u4e2a\u4eba\u5e73\u7b49\u4eab\u53d7\u5230\u4f18\u8d28\u6559\u80b2\u8d44\u6e90\u201d\u7684\u80b2\u4eba\u7406\u5ff5\u200c&#xff0c;\u901a\u8fc7\u52a8\u6001\u8ffd\u8e2a\u5927\u6a21\u578b\u5f00\u53d1\u3001\u6570\u636e\u6807\u6ce8\u4f26\u7406\u7b49\u524d\u6cbf\u6280\u672f\u8d8b\u52bf\u200c&#xff0c;\u6784\u5efa\u8d77&#034;\u524d\u6cbf\u8bfe\u7a0b&#043;\u667a\u80fd\u5b9e\u8bad&#043;\u7cbe\u51c6\u5c31\u4e1a&#034;\u7684\u9ad8\u6548\u57f9\u517b\u4f53\u7cfb\u3002<\/p>\n<p>\u8bfe\u5802\u4e0a\u4e0d\u5149\u6559\u7406\u8bba&#xff0c;\u8fd8\u5e26\u7740\u5b66\u5458\u505a\u4e86\u5341\u591a\u4e2a\u771f\u5b9e\u9879\u76ee\u3002\u5b66\u5458\u8981\u4eb2\u81ea\u4e0a\u624b\u641e\u6570\u636e\u6e05\u6d17\u3001\u6a21\u578b\u8c03\u4f18\u8fd9\u4e9b\u786c\u6838\u64cd\u4f5c&#xff0c;\u628a\u8bfe\u672c\u77e5\u8bc6\u53d8\u6210\u771f\u672c\u4e8b\u200c&#xff01;<\/p>\n<p>\u200b\u200b\u200b\u200b<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114932-6983324ca3fbf.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114933-6983324dedd2e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5982\u679c\u8bf4\u4f60\u662f\u4ee5\u4e0b\u4eba\u7fa4\u4e2d\u7684\u5176\u4e2d\u4e00\u7c7b&#xff0c;\u90fd\u53ef\u4ee5\u6765\u667a\u6ccaAI\u5b66\u4e60\u4eba\u5de5\u667a\u80fd&#xff0c;\u627e\u5230\u9ad8\u85aa\u5de5\u4f5c&#xff0c;\u4e00\u6b21\u5c0f\u5c0f\u7684\u201c\u6295\u8d44\u201d\u6362\u6765\u7684\u662f\u7ec8\u8eab\u53d7\u76ca&#xff01;<\/p>\n<p>\u5e94\u5c4a\u6bd5\u4e1a\u751f\u200c&#xff1a;\u65e0\u5de5\u4f5c\u7ecf\u9a8c\u4f46\u60f3\u8981\u7cfb\u7edf\u5b66\u4e60AI\u5927\u6a21\u578b\u6280\u672f&#xff0c;\u671f\u5f85\u901a\u8fc7\u5b9e\u6218\u9879\u76ee\u638c\u63e1\u6838\u5fc3\u6280\u672f\u3002<\/p>\n<p>\u96f6\u57fa\u7840\u8f6c\u578b\u200c&#xff1a;\u975e\u6280\u672f\u80cc\u666f\u4f46\u5173\u6ce8AI\u5e94\u7528\u573a\u666f&#xff0c;\u8ba1\u5212\u901a\u8fc7\u4f4e\u4ee3\u7801\u5de5\u5177\u5b9e\u73b0\u201cAI&#043;\u884c\u4e1a\u201d\u8de8\u754c\u200c\u3002<\/p>\n<p>\u4e1a\u52a1\u8d4b\u80fd \u200c\u7a81\u7834\u74f6\u9888&#xff1a;\u4f20\u7edf\u5f00\u53d1\u8005&#xff08;Java\/\u524d\u7aef\u7b49&#xff09;\u5b66\u4e60Transformer\u67b6\u6784\u4e0eLangChain\u6846\u67b6&#xff0c;\u5411AI\u5168\u6808\u5de5\u7a0b\u5e08\u8f6c\u578b\u200c\u3002<\/p>\n<h3>&#x1f449;\u83b7\u53d6\u65b9\u5f0f&#xff1a;<\/h3>\n<p>&#x1f61d;\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34&#xff0c;\u53ef\u4ee5\u4fdd\u5b58\u56fe\u7247\u5230wx\u626b\u63cf\u4e8cv\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011&#x1f193;**<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114935-6983324f48ce4.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u200b<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u5728\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5360\u636e\u7740\u6838\u5fc3\u5730\u4f4d&#xff0c;\u5176\u5f3a\u5927\u7684\u80fd\u529b\u6b63\u4e0d\u65ad\u63a8\u52a8\u5404\u884c\u4e1a\u7684\u53d8\u9769\u4e0e\u521b\u65b0\u3002\u65e0\u8bba\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u5145\u6ee1\u597d\u5947\u7684\u521d\u5b66\u8005&#xff0c;\u8fd8\u662f\u5e0c\u671b\u5728\u8be5\u9886\u57df\u6df1\u5165\u53d1\u5c55\u7684\u4e13\u4e1a\u4eba\u58eb&#xff0c;\u638c\u63e1\u5927\u6a21\u578b\u76f8\u5173\u77e5\u8bc6\u548c\u6280\u80fd\u90fd\u81f3\u5173\u91cd\u8981\u3002\u4ee5\u4e0b\u4e3a\u4f60\u8be6\u7ec6\u4ecb\u7ecd 2025 \u5e74\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\u5927\u6a21\u578b\u7684\u5b66\u4e60\u8def\u7ebf\u3002<br \/>\n\u4e00\u3001\u57fa\u7840\u51c6\u5907\u9636\u6bb5<br \/>\n&#xff08;\u4e00&#xff09;\u6570\u5b66\u57fa\u7840 \u7ebf\u6027\u4ee3\u6570&#xff1a;\u719f\u7ec3\u638c\u63e1\u77e9\u9635\u8fd0\u7b97&#xff0c;\u5305\u62ec\u77e9\u9635\u4e58\u6cd5\u3001\u52a0\u6cd5\u3001\u6c42\u9006\u7b49&#xff0c;\u7406\u89e3\u5411\u91cf\u7a7a\u95f4\u7684\u6982\u5ff5<\/p>\n","protected":false},"author":2,"featured_media":72031,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[544,1213,50,614,546,371,51],"topic":[],"class_list":["post-72045","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-ai","tag-1213","tag-50","tag-614","tag-546","tag-371","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86 - \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\/72045.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5927\u6a21\u578b\u5728\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5360\u636e\u7740\u6838\u5fc3\u5730\u4f4d&#xff0c;\u5176\u5f3a\u5927\u7684\u80fd\u529b\u6b63\u4e0d\u65ad\u63a8\u52a8\u5404\u884c\u4e1a\u7684\u53d8\u9769\u4e0e\u521b\u65b0\u3002\u65e0\u8bba\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u5145\u6ee1\u597d\u5947\u7684\u521d\u5b66\u8005&#xff0c;\u8fd8\u662f\u5e0c\u671b\u5728\u8be5\u9886\u57df\u6df1\u5165\u53d1\u5c55\u7684\u4e13\u4e1a\u4eba\u58eb&#xff0c;\u638c\u63e1\u5927\u6a21\u578b\u76f8\u5173\u77e5\u8bc6\u548c\u6280\u80fd\u90fd\u81f3\u5173\u91cd\u8981\u3002\u4ee5\u4e0b\u4e3a\u4f60\u8be6\u7ec6\u4ecb\u7ecd 2025 \u5e74\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\u5927\u6a21\u578b\u7684\u5b66\u4e60\u8def\u7ebf\u3002 \u4e00\u3001\u57fa\u7840\u51c6\u5907\u9636\u6bb5 &#xff08;\u4e00&#xff09;\u6570\u5b66\u57fa\u7840 \u7ebf\u6027\u4ee3\u6570&#xff1a;\u719f\u7ec3\u638c\u63e1\u77e9\u9635\u8fd0\u7b97&#xff0c;\u5305\u62ec\u77e9\u9635\u4e58\u6cd5\u3001\u52a0\u6cd5\u3001\u6c42\u9006\u7b49&#xff0c;\u7406\u89e3\u5411\u91cf\u7a7a\u95f4\u7684\u6982\u5ff5\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/72045.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-04T11:49:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114924-698332449927e.png\" \/>\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=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/72045.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/72045.html\",\"name\":\"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-02-04T11:49:36+00:00\",\"dateModified\":\"2026-02-04T11:49:36+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/72045.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/72045.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/72045.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86\"}]},{\"@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":"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86 - \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\/72045.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u5927\u6a21\u578b\u5728\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5360\u636e\u7740\u6838\u5fc3\u5730\u4f4d&#xff0c;\u5176\u5f3a\u5927\u7684\u80fd\u529b\u6b63\u4e0d\u65ad\u63a8\u52a8\u5404\u884c\u4e1a\u7684\u53d8\u9769\u4e0e\u521b\u65b0\u3002\u65e0\u8bba\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u5145\u6ee1\u597d\u5947\u7684\u521d\u5b66\u8005&#xff0c;\u8fd8\u662f\u5e0c\u671b\u5728\u8be5\u9886\u57df\u6df1\u5165\u53d1\u5c55\u7684\u4e13\u4e1a\u4eba\u58eb&#xff0c;\u638c\u63e1\u5927\u6a21\u578b\u76f8\u5173\u77e5\u8bc6\u548c\u6280\u80fd\u90fd\u81f3\u5173\u91cd\u8981\u3002\u4ee5\u4e0b\u4e3a\u4f60\u8be6\u7ec6\u4ecb\u7ecd 2025 \u5e74\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\u5927\u6a21\u578b\u7684\u5b66\u4e60\u8def\u7ebf\u3002 \u4e00\u3001\u57fa\u7840\u51c6\u5907\u9636\u6bb5 &#xff08;\u4e00&#xff09;\u6570\u5b66\u57fa\u7840 \u7ebf\u6027\u4ee3\u6570&#xff1a;\u719f\u7ec3\u638c\u63e1\u77e9\u9635\u8fd0\u7b97&#xff0c;\u5305\u62ec\u77e9\u9635\u4e58\u6cd5\u3001\u52a0\u6cd5\u3001\u6c42\u9006\u7b49&#xff0c;\u7406\u89e3\u5411\u91cf\u7a7a\u95f4\u7684\u6982\u5ff5","og_url":"https:\/\/www.wsisp.com\/helps\/72045.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-02-04T11:49:36+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260204114924-698332449927e.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/72045.html","url":"https:\/\/www.wsisp.com\/helps\/72045.html","name":"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-02-04T11:49:36+00:00","dateModified":"2026-02-04T11:49:36+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/72045.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/72045.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/72045.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\uff082026\u6700\u65b0\uff09\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u770b\u5b8c\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86"}]},{"@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\/72045","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=72045"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/72045\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/72031"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=72045"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=72045"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=72045"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=72045"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}