{"id":73804,"date":"2026-02-08T12:10:32","date_gmt":"2026-02-08T04:10:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/73804.html"},"modified":"2026-02-08T12:10:32","modified_gmt":"2026-02-08T04:10:32","slug":"30-%e4%b8%aa-ai-%e6%a0%b8%e5%bf%83%e7%ae%97%e6%b3%95%e5%85%a8%e6%99%af%ef%bc%9a%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e5%ae%b6%e7%9a%84%e8%83%bd%e5%8a%9b%e5%af%bc%e8%88%aa%e5%9b%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/73804.html","title":{"rendered":"30 \u4e2a AI \u6838\u5fc3\u7b97\u6cd5\u5168\u666f\uff1a\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u80fd\u529b\u5bfc\u822a\u56fe"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260208041031-69880cb752906.jpg\" \/><\/p>\n<p>\u4ece\u9884\u6d4b\u623f\u4ef7\u7684\u7ebf\u6027\u56de\u5f52&#xff0c;\u5230\u9a71\u52a8\u5927\u8bed\u8a00\u6a21\u578b\u7684 Transformer&#xff0c;AI \u7b97\u6cd5\u7684\u7248\u56fe\u5e7f\u9614\u4e14\u5c42\u5c42\u9012\u8fdb \u2014\u2014 \u5f88\u591a\u6570\u636e\u79d1\u5b66\u5bb6\u5bb9\u6613\u9677\u5165 \u201c\u4f1a\u7528\u67d0\u51e0\u4e2a\u7b97\u6cd5&#xff0c;\u5374\u770b\u4e0d\u6e05\u6574\u4f53\u4f53\u7cfb\u201d \u7684\u56f0\u5883\u3002\u8fd9\u5f20 \u201c30 \u4e2a AI \u7b97\u6cd5\u56fe\u8c31\u201d&#xff0c;\u6b63\u662f\u5c06\u96f6\u6563\u7684\u7b97\u6cd5\u77e5\u8bc6\u68b3\u7406\u6210\u4ece\u57fa\u7840\u5230\u590d\u6742\u3001\u4ece\u5355\u4e00\u4efb\u52a1\u5230\u901a\u7528\u667a\u80fd\u7684\u5b8c\u6574\u8def\u5f84&#xff0c;\u8986\u76d6\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u56db\u5927\u6838\u5fc3\u9886\u57df&#xff0c;\u662f\u6570\u636e\u79d1\u5b66\u5bb6\u6784\u5efa\u77e5\u8bc6\u6846\u67b6\u7684\u5bfc\u822a\u56fe\u3002<\/p>\n<h3>\u4e00\u3001\u76d1\u7763\u5b66\u4e60&#xff1a;\u4ece \u201c\u7ebf\u6027\u5173\u7cfb\u201d \u5230 \u201c\u96c6\u6210\u589e\u5f3a\u201d\u2014\u2014 \u9884\u6d4b\u4e0e\u5206\u7c7b\u7684\u6838\u5fc3\u6b66\u5668<\/h3>\n<p>\u76d1\u7763\u5b66\u4e60\u662f AI \u7b97\u6cd5\u7684\u57fa\u7840&#xff0c;\u6838\u5fc3\u662f \u201c\u7528\u5e26\u6807\u7b7e\u7684\u6570\u636e\u8bad\u7ec3\u6a21\u578b&#xff0c;\u5b9e\u73b0\u9884\u6d4b\u6216\u5206\u7c7b\u201d&#xff0c;\u56fe\u8c31\u4e2d\u524d 10 \u4e2a\u7b97\u6cd5\u8986\u76d6\u4e86\u76d1\u7763\u5b66\u4e60\u4ece\u7b80\u5355\u5230\u590d\u6742\u7684\u8fdb\u5316\u8def\u5f84\u3002<\/p>\n<h4>1. \u57fa\u7840\u56de\u5f52\u4e0e\u5206\u7c7b&#xff1a;\u642d\u5efa\u9884\u6d4b\u7684 \u201c\u5165\u95e8\u5de5\u5177\u201d<\/h4>\n<ul>\n<li>\u7ebf\u6027\u56de\u5f52&#xff1a;\u76d1\u7763\u5b66\u4e60\u7684 \u201c\u8d77\u70b9\u7b97\u6cd5\u201d&#xff0c;\u901a\u8fc7\u62df\u5408\u8f93\u5165\u4e0e\u8f93\u51fa\u7684\u7ebf\u6027\u5173\u7cfb&#xff08;\u5982 \u201c\u623f\u5c4b\u9762\u79ef\u2192\u623f\u4ef7\u201d&#xff09;&#xff0c;\u5b9e\u73b0\u8fde\u7eed\u503c\u9884\u6d4b\u3002\u5b83\u7684\u6838\u5fc3\u662f\u6700\u5c0f\u5316\u8bef\u5dee\u5e73\u65b9\u548c&#xff0c;\u539f\u7406\u7b80\u5355\u4f46\u80fd\u89e3\u51b3\u591a\u6570\u57fa\u7840\u9884\u6d4b\u95ee\u9898&#xff08;\u5982\u9500\u91cf\u9884\u6d4b\u3001\u5e93\u5b58\u9884\u4f30&#xff09;\u3002<\/li>\n<li>\u903b\u8f91\u56de\u5f52&#xff1a;\u5e76\u975e \u201c\u56de\u5f52\u201d \u800c\u662f\u5206\u7c7b\u7b97\u6cd5&#xff0c;\u901a\u8fc7 Sigmoid \u51fd\u6570\u5c06\u8f93\u51fa\u6620\u5c04\u5230 0-1 \u6982\u7387\u533a\u95f4&#xff0c;\u5b9e\u73b0\u4e8c\u5206\u7c7b&#xff08;\u5982 \u201c\u90ae\u4ef6\u662f\u5426\u4e3a\u5783\u573e\u90ae\u4ef6\u201d\u201c\u7528\u6237\u662f\u5426\u4f1a\u6d41\u5931\u201d&#xff09;&#xff0c;\u662f\u91d1\u878d\u98ce\u63a7\u3001\u533b\u7597\u8bca\u65ad\u7684\u57fa\u7840\u5de5\u5177\u3002<\/li>\n<li>\u51b3\u7b56\u6811&#xff1a;\u7528 \u201c\u6811\u72b6\u89c4\u5219\u201d \u62c6\u5206\u6570\u636e&#xff08;\u5982 \u201c\u5e74\u9f84 &gt; 30&#xff1f;\u2192 \u6536\u5165 &gt; 5k&#xff1f;\u201d&#xff09;&#xff0c;\u76f4\u89c2\u6613\u61c2\u4e14\u80fd\u5904\u7406\u975e\u7ebf\u6027\u5173\u7cfb&#xff0c;\u4f46\u5355\u68f5\u6811\u6613\u8fc7\u62df\u5408\u3002<\/li>\n<li>k \u8fd1\u90bb&#xff08;K-NN&#xff09;&#xff1a;\u57fa\u4e8e \u201c\u76f8\u4f3c\u6837\u672c\u6709\u76f8\u4f3c\u6807\u7b7e\u201d \u7684\u76f4\u89c9&#xff0c;\u901a\u8fc7\u8ba1\u7b97\u5f85\u9884\u6d4b\u6837\u672c\u4e0e\u8bad\u7ec3\u96c6\u7684\u8ddd\u79bb&#xff0c;\u53d6\u6700\u8fd1\u7684 k \u4e2a\u6837\u672c\u7684\u6807\u7b7e\u4f5c\u4e3a\u7ed3\u679c&#xff0c;\u9002\u5408\u7b80\u5355\u5206\u7c7b&#xff08;\u5982\u624b\u5199\u6570\u5b57\u8bc6\u522b&#xff09;\u3002<\/li>\n<li>\u6734\u7d20\u8d1d\u53f6\u65af&#xff1a;\u57fa\u4e8e\u8d1d\u53f6\u65af\u5b9a\u7406\u7684\u6982\u7387\u5206\u7c7b\u5668&#xff0c;\u5047\u8bbe\u7279\u5f81\u4e4b\u95f4\u76f8\u4e92\u72ec\u7acb&#xff0c;\u8ba1\u7b97\u6837\u672c\u5c5e\u4e8e\u67d0\u7c7b\u522b\u7684\u6982\u7387&#xff0c;\u5728\u6587\u672c\u5206\u7c7b&#xff08;\u5982\u65b0\u95fb\u5206\u7c7b\u3001\u5783\u573e\u90ae\u4ef6\u68c0\u6d4b&#xff09;\u4e2d\u6548\u7387\u6781\u9ad8\u3002<\/li>\n<\/ul>\n<h4>2. \u96c6\u6210\u5b66\u4e60&#xff1a;\u7528 \u201c\u56e2\u961f\u534f\u4f5c\u201d \u63d0\u5347\u6027\u80fd<\/h4>\n<p>\u5355\u4e00\u7b97\u6cd5\u7684\u80fd\u529b\u6709\u9650&#xff0c;\u96c6\u6210\u5b66\u4e60\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u5f31\u6a21\u578b&#xff0c;\u5b9e\u73b0 \u201c1&#043;1&gt;2\u201d \u7684\u6548\u679c&#xff0c;\u662f\u5de5\u4e1a\u754c\u5e38\u7528\u7684\u9ad8\u6027\u80fd\u7b97\u6cd5&#xff1a;<\/p>\n<ul>\n<li>\u968f\u673a\u68ee\u6797&#xff1a;\u5c06\u591a\u68f5\u51b3\u7b56\u6811\u7684\u7ed3\u679c\u6295\u7968 \/ \u5e73\u5747&#xff0c;\u65e2\u4fdd\u7559\u4e86\u51b3\u7b56\u6811\u5904\u7406\u975e\u7ebf\u6027\u7684\u80fd\u529b&#xff0c;\u53c8\u901a\u8fc7 \u201c\u968f\u673a\u9009\u7279\u5f81\u3001\u968f\u673a\u62bd\u6837\u201d \u964d\u4f4e\u4e86\u8fc7\u62df\u5408\u98ce\u9669&#xff0c;\u662f\u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u7684 \u201c\u5165\u95e8\u5229\u5668\u201d&#xff0c;\u5e38\u7528\u4e8e\u5ba2\u6237\u5206\u7fa4\u3001\u4fe1\u7528\u8bc4\u5206\u3002<\/li>\n<li>\u68af\u5ea6\u63d0\u5347&#xff08;Gradient Boosting&#xff09;&#xff1a;\u6309 \u201c\u8fed\u4ee3\u7ea0\u9519\u201d \u7684\u903b\u8f91&#xff0c;\u6bcf\u68f5\u65b0\u6811\u90fd\u62df\u5408\u4e0a\u4e00\u8f6e\u6a21\u578b\u7684\u8bef\u5dee&#xff0c;\u9010\u6b65\u63d0\u5347\u9884\u6d4b\u7cbe\u5ea6&#xff1b;AdaBoost \u662f\u5176\u65e9\u671f\u5f62\u5f0f&#xff0c;\u901a\u8fc7\u8c03\u6574\u6837\u672c\u6743\u91cd\u5f3a\u5316\u96be\u5206\u6837\u672c\u7684\u5b66\u4e60\u3002<\/li>\n<li>XGBoost&#xff1a;\u4f18\u5316\u7248\u68af\u5ea6\u63d0\u5347\u7b97\u6cd5&#xff0c;\u52a0\u5165\u6b63\u5219\u5316\u3001\u5e76\u884c\u8ba1\u7b97\u3001\u7f3a\u5931\u503c\u5904\u7406\u7b49\u7279\u6027&#xff0c;\u662f\u8fd1\u5e74\u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u7684 \u201c\u5e38\u80dc\u5c06\u519b\u201d&#xff0c;\u5728\u70b9\u51fb\u7387\u9884\u6d4b\u3001\u98ce\u63a7\u5efa\u6a21\u4e2d\u6027\u80fd\u8fdc\u8d85\u4f20\u7edf\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<h3>\u4e8c\u3001\u65e0\u76d1\u7763\u5b66\u4e60&#xff1a;\u4ece \u201c\u805a\u7c7b\u201d \u5230 \u201c\u964d\u7ef4\u201d\u2014\u2014 \u6316\u6398\u6570\u636e\u7684\u9690\u85cf\u89c4\u5f8b<\/h3>\n<p>\u65e0\u76d1\u7763\u5b66\u4e60\u65e0\u9700\u6807\u7b7e\u6570\u636e&#xff0c;\u6838\u5fc3\u662f \u201c\u4ece\u6570\u636e\u4e2d\u81ea\u52a8\u53d1\u73b0\u6a21\u5f0f\u201d&#xff0c;\u56fe\u8c31\u4e2d 11-15\u300126-28 \u8986\u76d6\u4e86\u5176\u4e24\u5927\u6838\u5fc3\u4efb\u52a1&#xff1a;\u805a\u7c7b\u4e0e\u964d\u7ef4\u3002<\/p>\n<h4>1. \u805a\u7c7b&#xff1a;\u7ed9\u6570\u636e \u201c\u5206\u7ec4\u201d<\/h4>\n<ul>\n<li>K-Means&#xff1a;\u5c06\u6570\u636e\u5212\u5206\u4e3a k \u4e2a\u7c07&#xff0c;\u901a\u8fc7 \u201c\u968f\u673a\u9009\u4e2d\u5fc3\u2192\u5206\u914d\u6837\u672c\u2192\u66f4\u65b0\u4e2d\u5fc3\u201d \u7684\u8fed\u4ee3&#xff0c;\u8ba9\u7c07\u5185\u6837\u672c\u5c3d\u53ef\u80fd\u76f8\u4f3c\u3001\u7c07\u95f4\u5c3d\u53ef\u80fd\u4e0d\u540c&#xff0c;\u9002\u5408\u5ba2\u6237\u5206\u7fa4\u3001\u7528\u6237\u753b\u50cf&#xff08;\u5982\u7535\u5546\u5c06\u7528\u6237\u6309\u6d88\u8d39\u4e60\u60ef\u5206\u4e3a \u201c\u9ad8\u4ef7\u503c\u201d\u201c\u6f5c\u529b\u201d\u201c\u6d41\u5931\u98ce\u9669\u201d \u7ec4&#xff09;\u3002<\/li>\n<li>K-Means&#043;&#043;&#xff1a;K-Means \u7684\u4f18\u5316\u7248&#xff0c;\u901a\u8fc7\u66f4\u5408\u7406\u7684\u521d\u59cb\u4e2d\u5fc3\u9009\u62e9&#xff08;\u9009\u79bb\u5df2\u9009\u4e2d\u5fc3\u6700\u8fdc\u7684\u70b9&#xff09;&#xff0c;\u907f\u514d K-Means \u9677\u5165\u5c40\u90e8\u6700\u4f18\u7684\u95ee\u9898\u3002<\/li>\n<li>\u5c42\u6b21\u805a\u7c7b&#xff1a;\u4e0d\u9884\u8bbe\u7c07\u6570&#xff0c;\u901a\u8fc7 \u201c\u5408\u5e76\u76f8\u4f3c\u7c07\u201d&#xff08;\u51dd\u805a\u5f0f&#xff09;\u6216 \u201c\u62c6\u5206\u5927\u7c07\u201d&#xff08;\u5206\u88c2\u5f0f&#xff09;\u5f62\u6210\u6811\u72b6\u7ed3\u6784&#xff0c;\u9002\u5408\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790&#xff08;\u5982\u751f\u7269\u7269\u79cd\u5206\u7c7b&#xff09;\u3002<\/li>\n<li>DBSCAN&#xff1a;\u57fa\u4e8e\u5bc6\u5ea6\u7684\u805a\u7c7b\u7b97\u6cd5&#xff0c;\u65e0\u9700\u9884\u8bbe\u7c07\u6570&#xff0c;\u80fd\u81ea\u52a8\u8bc6\u522b\u4efb\u610f\u5f62\u72b6\u7684\u7c07&#xff08;\u5982\u73af\u5f62\u3001\u4e0d\u89c4\u5219\u7c07&#xff09;&#xff0c;\u540c\u65f6\u6807\u8bb0\u5f02\u5e38\u70b9&#xff0c;\u9002\u5408\u5f02\u5e38\u68c0\u6d4b&#xff08;\u5982\u4fe1\u7528\u5361\u6b3a\u8bc8\u4ea4\u6613\u8bc6\u522b&#xff09;\u3002<\/li>\n<li>\u5b64\u7acb\u68ee\u6797&#xff1a;\u4e13\u95e8\u7528\u4e8e\u5f02\u5e38\u68c0\u6d4b\u7684\u7b97\u6cd5&#xff0c;\u901a\u8fc7\u968f\u673a\u5212\u5206\u6570\u636e&#xff0c;\u5f02\u5e38\u70b9\u4f1a\u66f4\u5feb\u88ab\u5b64\u7acb&#xff0c;\u9002\u5408\u5904\u7406\u9ad8\u7ef4\u6570\u636e\u7684\u5f02\u5e38&#xff08;\u5982\u670d\u52a1\u5668\u65e5\u5fd7\u4e2d\u7684\u5f02\u5e38\u8bf7\u6c42&#xff09;\u3002<\/li>\n<\/ul>\n<h4>2. \u964d\u7ef4&#xff1a;\u7b80\u5316\u6570\u636e\u7684 \u201c\u7ef4\u5ea6\u707e\u96be\u201d<\/h4>\n<p>\u9ad8\u7ef4\u6570\u636e&#xff08;\u5982\u7279\u5f81\u6570\u8fbe\u6570\u767e\u7684\u7528\u6237\u884c\u4e3a\u6570\u636e&#xff09;\u4f1a\u5bfc\u81f4\u8ba1\u7b97\u91cf\u5927\u3001\u6a21\u578b\u8fc7\u62df\u5408&#xff0c;\u964d\u7ef4\u7b97\u6cd5\u901a\u8fc7\u4fdd\u7559\u6838\u5fc3\u4fe1\u606f&#xff0c;\u5c06\u6570\u636e\u538b\u7f29\u5230\u4f4e\u7ef4\u7a7a\u95f4&#xff1a;<\/p>\n<ul>\n<li>PCA&#xff08;\u4e3b\u6210\u5206\u5206\u6790&#xff09;&#xff1a;\u627e\u5230\u6570\u636e\u65b9\u5dee\u6700\u5927\u7684\u65b9\u5411&#xff08;\u4e3b\u6210\u5206&#xff09;&#xff0c;\u5c06\u6570\u636e\u6295\u5f71\u5230\u8fd9\u4e9b\u65b9\u5411\u4e0a&#xff0c;\u5b9e\u73b0\u964d\u7ef4\u540c\u65f6\u4fdd\u7559\u5927\u90e8\u5206\u4fe1\u606f&#xff0c;\u5e38\u7528\u4e8e\u56fe\u50cf\u538b\u7f29\u3001\u7279\u5f81\u9884\u5904\u7406\u3002<\/li>\n<li>t-SNE&#xff1a;\u975e\u7ebf\u6027\u964d\u7ef4\u7b97\u6cd5&#xff0c;\u4e13\u6ce8\u4e8e \u201c\u4fdd\u6301\u5c40\u90e8\u6837\u672c\u7684\u76f8\u4f3c\u6027\u201d&#xff0c;\u80fd\u5c06\u9ad8\u7ef4\u6570\u636e&#xff08;\u5982\u6587\u672c\u5d4c\u5165\u3001\u56fe\u50cf\u7279\u5f81&#xff09;\u53ef\u89c6\u5316\u6210 2D\/3D \u56fe&#xff0c;\u662f\u6570\u636e\u5206\u6790\u4e2d\u63a2\u7d22\u6570\u636e\u5206\u5e03\u7684\u5e38\u7528\u5de5\u5177\u3002<\/li>\n<\/ul>\n<h3>\u4e09\u3001\u5f3a\u5316\u5b66\u4e60&#xff1a;\u4ece \u201c\u8bd5\u9519\u5956\u52b1\u201d \u5230 \u201c\u81ea\u4e3b\u51b3\u7b56\u201d\u2014\u2014 \u8ba9\u667a\u80fd\u4f53\u5b66\u4f1a\u884c\u52a8<\/h3>\n<p>\u5f3a\u5316\u5b66\u4e60\u7684\u6838\u5fc3\u662f \u201c\u667a\u80fd\u4f53\u5728\u73af\u5883\u4e2d\u901a\u8fc7\u8bd5\u9519\u83b7\u5f97\u5956\u52b1&#xff0c;\u4f18\u5316\u884c\u4e3a\u7b56\u7565\u201d&#xff0c;\u56fe\u8c31\u4e2d 16-20\u300129 \u8986\u76d6\u4e86\u5176\u4ece\u57fa\u7840\u5230\u8fdb\u9636\u7684\u7b97\u6cd5\u3002<\/p>\n<h4>1. \u57fa\u7840\u503c\u51fd\u6570\u65b9\u6cd5<\/h4>\n<ul>\n<li>Q-Learning&#xff1a;\u901a\u8fc7\u5b66\u4e60 \u201c\u72b6\u6001 &#8211; \u52a8\u4f5c\u4ef7\u503c\u51fd\u6570&#xff08;Q \u51fd\u6570&#xff09;\u201d&#xff0c;\u5224\u65ad\u5728\u67d0\u72b6\u6001\u4e0b\u91c7\u53d6\u67d0\u52a8\u4f5c\u80fd\u83b7\u5f97\u7684\u672a\u6765\u5956\u52b1&#xff0c;\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u5165\u95e8\u7b97\u6cd5&#xff0c;\u5e38\u7528\u4e8e\u7b80\u5355\u6e38\u620f&#xff08;\u5982\u8ff7\u5bab\u5bfb\u8def\u3001\u8d2a\u5403\u86c7&#xff09;\u3002<\/li>\n<li>SARSA&#xff1a;\u4e0e Q-Learning \u7c7b\u4f3c&#xff0c;\u4f46 Q-Learning \u662f \u201c\u79bb\u7ebf\u5b66\u4e60\u201d&#xff08;\u5b66\u4e60\u6700\u4f18\u52a8\u4f5c\u7684\u4ef7\u503c&#xff09;&#xff0c;SARSA \u662f \u201c\u5728\u7ebf\u5b66\u4e60\u201d&#xff08;\u5b66\u4e60\u5b9e\u9645\u6267\u884c\u52a8\u4f5c\u7684\u4ef7\u503c&#xff09;&#xff0c;\u66f4\u9002\u5408\u6709\u63a2\u7d22\u7ea6\u675f\u7684\u573a\u666f\u3002<\/li>\n<li>\u6df1\u5ea6 Q \u7f51\u7edc&#xff08;DQN&#xff09;&#xff1a;\u5c06 Q \u51fd\u6570\u7528\u795e\u7ecf\u7f51\u7edc&#xff08;CNN\/RNN&#xff09;\u8868\u793a&#xff0c;\u89e3\u51b3\u4e86\u4f20\u7edf Q-Learning \u65e0\u6cd5\u5904\u7406\u9ad8\u7ef4\u72b6\u6001&#xff08;\u5982\u6e38\u620f\u753b\u9762&#xff09;\u7684\u95ee\u9898&#xff0c;AlphaGo \u7684\u65e9\u671f\u7248\u672c\u5c31\u57fa\u4e8e DQN \u601d\u8def\u3002<\/li>\n<\/ul>\n<h4>2. \u7b56\u7565\u68af\u5ea6\u4e0e\u51b3\u7b56\u6846\u67b6<\/h4>\n<ul>\n<li>\u7b56\u7565\u68af\u5ea6&#xff1a;\u76f4\u63a5\u4f18\u5316\u52a8\u4f5c\u7b56\u7565&#xff08;\u5982 \u201c\u5728\u67d0\u72b6\u6001\u4e0b\u9009\u62e9\u67d0\u52a8\u4f5c\u7684\u6982\u7387\u201d&#xff09;&#xff0c;\u800c\u975e\u5b66\u4e60\u4ef7\u503c\u51fd\u6570&#xff0c;\u9002\u5408\u8fde\u7eed\u52a8\u4f5c\u7a7a\u95f4&#xff08;\u5982\u673a\u5668\u4eba\u63a7\u5236&#xff09;\u3002<\/li>\n<li>Actor-Critic&#xff1a;\u7ed3\u5408 \u201c\u503c\u51fd\u6570&#xff08;Critic&#xff09;\u8bc4\u4f30\u52a8\u4f5c\u4ef7\u503c\u201d \u4e0e \u201c\u7b56\u7565&#xff08;Actor&#xff09;\u9009\u62e9\u52a8\u4f5c\u201d&#xff0c;\u517c\u987e\u7b56\u7565\u68af\u5ea6\u7684\u7075\u6d3b\u6027\u548c\u503c\u51fd\u6570\u7684\u7a33\u5b9a\u6027&#xff0c;\u662f\u5f53\u524d\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u6d41\u6846\u67b6\u4e4b\u4e00\u3002<\/li>\n<li>\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b&#xff08;MDP&#xff09;&#xff1a;\u5f3a\u5316\u5b66\u4e60\u7684\u7406\u8bba\u6846\u67b6&#xff0c;\u7528 \u201c\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u8f6c\u79fb\u6982\u7387\u3001\u5956\u52b1\u201d \u63cf\u8ff0\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92&#xff0c;\u662f\u6240\u6709\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u7406\u8bba\u57fa\u7840\u3002<\/li>\n<\/ul>\n<h3>\u56db\u3001\u6df1\u5ea6\u5b66\u4e60&#xff1a;\u4ece \u201c\u795e\u7ecf\u5143\u201d \u5230 \u201c\u6ce8\u610f\u529b\u201d\u2014\u2014 \u89e3\u9501\u590d\u6742\u4efb\u52a1\u7684\u901a\u7528\u667a\u80fd<\/h3>\n<p>\u6df1\u5ea6\u5b66\u4e60\u662f\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u7b97\u6cd5\u4f53\u7cfb&#xff0c;\u901a\u8fc7\u591a\u5c42\u975e\u7ebf\u6027\u53d8\u6362\u63d0\u53d6\u590d\u6742\u7279\u5f81&#xff0c;\u662f\u5f53\u524d AI&#xff08;\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9&#xff09;\u7684\u6838\u5fc3\u6280\u672f&#xff0c;\u56fe\u8c31\u4e2d 21-25\u300130 \u8986\u76d6\u4e86\u5176\u6838\u5fc3\u6a21\u578b\u3002<\/p>\n<h4>1. \u57fa\u7840\u795e\u7ecf\u7f51\u7edc\u4e0e\u4e13\u7528\u6a21\u578b<\/h4>\n<ul>\n<li>\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc&#xff08;ANN&#xff09;&#xff1a;\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u7840\u5355\u5143&#xff0c;\u7531\u8f93\u5165\u5c42\u3001\u9690\u85cf\u5c42\u3001\u8f93\u51fa\u5c42\u7684\u795e\u7ecf\u5143\u7ec4\u6210&#xff0c;\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u4f18\u5316\u6743\u91cd&#xff0c;\u80fd\u62df\u5408\u590d\u6742\u975e\u7ebf\u6027\u5173\u7cfb&#xff0c;\u4f46\u65e9\u671f\u53d7\u9650\u4e8e\u6570\u636e\u548c\u7b97\u529b&#xff0c;\u5e94\u7528\u8303\u56f4\u7a84\u3002<\/li>\n<li>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#xff08;CNN&#xff09;&#xff1a;\u4e13\u4e3a\u5904\u7406\u7f51\u683c\u6570\u636e&#xff08;\u5982\u56fe\u50cf\u3001\u8bed\u97f3&#xff09;\u8bbe\u8ba1&#xff0c;\u901a\u8fc7\u5377\u79ef\u5c42\u63d0\u53d6\u5c40\u90e8\u7279\u5f81&#xff08;\u5982\u56fe\u50cf\u7684\u8fb9\u7f18\u3001\u7eb9\u7406&#xff09;\u3001\u6c60\u5316\u5c42\u538b\u7f29\u6570\u636e&#xff0c;\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u6838\u5fc3&#xff08;\u5982\u4eba\u8138\u8bc6\u522b\u3001\u7269\u4f53\u68c0\u6d4b\u3001\u533b\u7597\u5f71\u50cf\u5206\u6790&#xff09;\u3002<\/li>\n<li>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc&#xff08;RNN&#xff09;&#xff1a;\u5904\u7406\u5e8f\u5217\u6570\u636e&#xff08;\u5982\u6587\u672c\u3001\u65f6\u95f4\u5e8f\u5217&#xff09;\u7684\u6a21\u578b&#xff0c;\u901a\u8fc7 \u201c\u5faa\u73af\u8fde\u63a5\u201d \u4fdd\u7559\u524d\u5e8f\u4fe1\u606f&#xff0c;\u4f46\u5b58\u5728 \u201c\u957f\u671f\u4f9d\u8d56\u201d \u95ee\u9898&#xff08;\u65e0\u6cd5\u8bb0\u4f4f\u957f\u5e8f\u5217\u7684\u65e9\u671f\u4fe1\u606f&#xff09;\u3002<\/li>\n<li>\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc&#xff08;LSTM&#xff09;&#xff1a;RNN \u7684\u6539\u8fdb\u7248&#xff0c;\u901a\u8fc7 \u201c\u95e8\u63a7\u5355\u5143\u201d&#xff08;\u8f93\u5165\u95e8\u3001\u9057\u5fd8\u95e8\u3001\u8f93\u51fa\u95e8&#xff09;\u89e3\u51b3\u957f\u671f\u4f9d\u8d56\u95ee\u9898&#xff0c;\u662f\u65e9\u671f\u81ea\u7136\u8bed\u8a00\u5904\u7406&#xff08;\u5982\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210&#xff09;\u7684\u4e3b\u6d41\u6a21\u578b\u3002<\/li>\n<li>\u81ea\u7f16\u7801\u5668&#xff1a;\u65e0\u76d1\u7763\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b&#xff0c;\u901a\u8fc7 \u201c\u7f16\u7801&#xff08;\u538b\u7f29\u6570\u636e&#xff09;\u2192\u89e3\u7801&#xff08;\u91cd\u5efa\u6570\u636e&#xff09;\u201d \u5b66\u4e60\u6570\u636e\u7684\u7d27\u51d1\u8868\u793a&#xff0c;\u5e38\u7528\u4e8e\u6570\u636e\u538b\u7f29\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u9884\u8bad\u7ec3\u7279\u5f81\u63d0\u53d6\u3002<\/li>\n<\/ul>\n<h4>2. \u901a\u7528\u667a\u80fd\u7684\u7a81\u7834&#xff1a;Transformer<\/h4>\n<ul>\n<li>Transformer&#xff1a;2017 \u5e74\u63d0\u51fa\u7684\u6a21\u578b&#xff0c;\u6838\u5fc3\u662f \u201c\u6ce8\u610f\u529b\u673a\u5236\u201d\u2014\u2014 \u8ba9\u6a21\u578b\u5728\u5904\u7406\u5e8f\u5217\u65f6&#xff0c;\u52a8\u6001\u5173\u6ce8\u4e0d\u540c\u4f4d\u7f6e\u7684\u4fe1\u606f&#xff08;\u5982\u7ffb\u8bd1 \u201c\u82f9\u679c\u201d \u65f6&#xff0c;\u5173\u6ce8\u524d\u6587\u7684 \u201c\u5403\u201d \u6216 \u201c\u624b\u673a\u201d \u6765\u5224\u65ad\u8bcd\u4e49&#xff09;\u3002\u5b83\u6446\u8131\u4e86 RNN \u7684\u5e8f\u5217\u4f9d\u8d56&#xff0c;\u652f\u6301\u5e76\u884c\u8ba1\u7b97&#xff0c;\u662f\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b&#xff08;GPT\u3001Llama&#xff09;\u3001\u591a\u6a21\u6001\u6a21\u578b&#xff08;Gemini&#xff09;\u7684\u57fa\u7840&#xff0c;\u5f7b\u5e95\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u6280\u672f\u683c\u5c40\u3002<\/li>\n<\/ul>\n<h4>3. \u8fdb\u5316\u542f\u53d1\u7684\u4f18\u5316&#xff1a;\u9057\u4f20\u7b97\u6cd5<\/h4>\n<ul>\n<li>\u9057\u4f20\u7b97\u6cd5&#xff1a;\u6a21\u62df\u81ea\u7136\u8fdb\u5316\u7684\u4f18\u5316\u7b97\u6cd5&#xff0c;\u901a\u8fc7 \u201c\u9009\u62e9&#xff08;\u4fdd\u7559\u4f18\u89e3&#xff09;\u3001\u4ea4\u53c9&#xff08;\u7ec4\u5408\u89e3&#xff09;\u3001\u53d8\u5f02&#xff08;\u968f\u673a\u4fee\u6539&#xff09;\u201d 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