{"id":21626,"date":"2026-09-16T10:33:21","date_gmt":"2026-09-16T02:33:21","guid":{"rendered":"https:\/\/92it.top\/?p=21626"},"modified":"2026-09-16T10:33:21","modified_gmt":"2026-09-16T02:33:21","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0-2","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=21626","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014 \u5f3a\u5316\u5b66\u4e60"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u524d\u51e0\u671f\uff0c\u6211\u4eec\u804a\u4e86 RNN \u7684\u8bb0\u5fc6\u80fd\u529b\u3001GAN 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Learning\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u80fd\u5bf9\u8fd9\u4e2a\u8bcd\u611f\u5230\u964c\u751f\uff0c\u4f46\u5b83\u7684\u5b66\u751f\u4eec\u65e9\u5df2\u904d\u5e03\u4f60\u751f\u6d3b\u7684\u6bcf\u4e2a\u89d2\u843d\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4f60\u624b\u673a\u7684\u4eba\u8138\u89e3\u9501\uff0c\u80fd\u5728\u4e00\u77ac\u95f4\u8ba4\u51fa\u4f60\u7684\u8138\uff0c\u62d2\u7edd\u522b\u4eba\u7684\u8138\u3002<\/li>\n\n\n\n<li>\u4f60\u90ae\u7bb1\u91cc\u7684\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u5668\uff0c\u80fd\u7cbe\u51c6\u5730\u5c06\u70e6\u4eba\u7684\u5e7f\u544a\u548c\u8bc8\u9a97\u90ae\u4ef6\u4e22\u8fdb\u5783\u573e\u7bb1\u3002<\/li>\n\n\n\n<li>\u8d2d\u7269 App \u4e3a\u4f60\u751f\u6210\u7684\u731c\u4f60\u559c\u6b22\uff0c\u603b\u80fd\u795e\u5947\u5730\u7ed9\u51fa\u4f60\u6b63\u60f3\u4e70\u7684\u4e1c\u897f\u3002<\/li>\n\n\n\n<li>\u5929\u6c14\u9884\u62a5 App \u544a\u8bc9\u4f60\u660e\u5929\u7684\u6c14\u6e29\u548c\u4e0b\u96e8\u6982\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u6709\u57fa\u7840\u7684\u540c\u5b66\uff0c\u80fd\u4e0d\u80fd\u5feb\u901f\u7684\u8bf4\u51fa\u4e0a\u9762\u7684\u6848\u4f8b\u662f\u54ea\u4e9b\u7b97\u6cd5\u5728\u505a\u652f\u6491\uff1f\u5176\u4ed6\u540c\u5b66\u7ee7\u7eed\u5f80\u4e0b\u770b<\/p>\n\n\n\n<p>\u6240\u6709\u8fd9\u4e9b\u6211\u4eec\u4e60\u4ee5\u4e3a\u5e38\u7684\u667a\u80fd\u5e94\u7528\uff0c\u5176\u80cc\u540e\u6700\u6838\u5fc3\u7684\u8001\u5e08\uff0c\u5c31\u662f\u76d1\u7763\u5b66\u4e60\u3002\u53ef\u4ee5\u8bf4\uff0c\u5f53\u4eca 90% \u4ee5\u4e0a\u6210\u529f\u843d\u5730\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u90fd\u5efa\u7acb\u5728\u76d1\u7763\u5b66\u4e60\u7684\u57fa\u7840\u4e4b\u4e0a\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u4ec0\u4e48\u662f\u76d1\u7763\u5b66\u4e60\uff1f\u4e3a\u4ec0\u4e48\u5b83\u53eb\u76d1\u7763\uff1f<\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u6ca1\u6709\u76d1\u7763\uff0cAI \u4f1a\u662f\u4ec0\u4e48\u6837\uff1f\u5b83\u5c31\u50cf\u4e00\u4e2a\u521a\u51fa\u751f\u7684\u5a74\u513f\uff0c\u88ab\u6254\u8fdb\u4e00\u4e2a\u6ee1\u662f\u732b\u3001\u72d7\u3001\u684c\u5b50\u3001\u6905\u5b50\u7684\u623f\u95f4\uff0c\u6ca1\u6709\u4eba\u544a\u8bc9\u5b83\u54ea\u4e2a\u662f\u54ea\u4e2a\u3002\u5b83\u53ef\u80fd\u4f1a\u53d1\u73b0\u732b\u548c\u72d7\u90fd\u6bdb\u8338\u8338\u7684\uff0c\u684c\u5b50\u548c\u6905\u5b50\u90fd\u6709\u56db\u6761\u817f\uff0c\u4f46\u5b83\u6c38\u8fdc\u65e0\u6cd5\u51c6\u786e\u5730\u53eb\u51fa\u5b83\u4eec\u7684\u540d\u5b57\u3002<\/p>\n\n\n\n<p>\u800c\u76d1\u7763\u5b66\u4e60\uff0c\u5c31\u662f\u4e3a\u8fd9\u4e2a\u8ff7\u832b\u7684 AI \u5b9d\u5b9d\uff0c\u8bf7\u6765\u4e86\u4e00\u4f4d\u624b\u628a\u624b\u6559\u5b66\u7684\u8d34\u8eab\u5bb6\u6559\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u7b14\u8bb0\uff0c\u54b1\u4eec\u4e00\u8d77\u6765\u4e86\u89e3\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u76d1\u7763\u5b66\u4e60\u7684\u6838\u5fc3 \u2014\u2014&#8221;\u6807\u7b7e&#8221; \u5230\u5e95\u662f\u4ec0\u4e48\uff1f<\/li>\n\n\n\n<li>\u5b83\u7684\u4e24\u5927\u652f\u67f1 \u2014\u2014&#8221;\u5206\u7c7b&#8221; \u4e0e &#8220;\u56de\u5f52&#8221;\uff0c\u7a76\u7adf\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/li>\n\n\n\n<li>AI \u7684\u5b66\u4e60\u5168\u8fc7\u7a0b\u63ed\u79d8\uff1a\u4ece &#8220;\u770b\u5361\u7247&#8221; \u5230 &#8220;\u53c2\u52a0\u8003\u8bd5&#8221; \u7684\u4e94\u5927\u6b65\u9aa4\u3002<\/li>\n\n\n\n<li>\u4e3a\u4ec0\u4e48 AI \u4e5f\u4f1a &#8220;\u6b7b\u8bb0\u786c\u80cc&#8221;\uff08\u8fc7\u62df\u5408\uff09\u548c &#8220;\u5b66\u4e0d\u660e\u767d&#8221;\uff08\u6b20\u62df\u5408\uff09\uff1f<\/li>\n\n\n\n<li>\u5728\u673a\u5668\u5b66\u4e60\u7684\u5927\u5bb6\u65cf\u91cc\uff0c\u76d1\u7763\u5b66\u4e60\u548c\u5b83\u7684\u5144\u5f1f\u4eec\uff08\u65e0\u76d1\u7763\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\uff09\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u597d\u4e86\uff0c\u540c\u5b66\u4eec\uff0c\u54b1\u4eec\u8981\u53d1\u8f66\u4e86\uff0c\u4f60\u4eec\u51c6\u5907\u597d\u4e86\u5417\uff1f<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u76d1\u7763\u5b66\u4e60 \u2014\u2014 \u5a74\u513f\u5b66\u770b\u56fe\u8bc6\u5b57\u5361 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8981\u7406\u89e3\u76d1\u7763\u5b66\u4e60\uff0c\u6211\u4eec\u53ea\u9700\u8981\u60f3\u8c61\u4e00\u4e2a\u6700\u7ecf\u5178\u7684\u6559\u80b2\u573a\u666f\uff1a<strong>\u4e00\u4f4d\u8010\u5fc3\u7684\u7236\u6bcd\uff0c\u6b63\u5728\u6559\u4e00\u4e2a\u5a74\u513f\u770b\u56fe\u8bc6\u5b57\u5361\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u5a74\u513f<\/strong>\uff1a\u8fd9\u5c31\u662f\u6211\u4eec\u60f3\u8981\u8bad\u7ec3\u7684<strong>\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/strong>\u3002\u5b83\u4e00\u5f00\u59cb\u4ec0\u4e48\u90fd\u4e0d\u77e5\u9053\uff0c\u5927\u8111\u4e00\u7247\u7a7a\u767d\u3002<\/li>\n\n\n\n<li><strong>\u7236\u6bcd<\/strong>\uff1a\u8fd9\u5c31\u662f\u6211\u4eec<strong>AI \u5de5\u7a0b\u5e08<\/strong>\u6216<strong>\u6570\u636e\u79d1\u5b66\u5bb6<\/strong>\u3002\u6211\u4eec\u7684\u89d2\u8272\u5c31\u662f\u8001\u5e08\u3002<\/li>\n\n\n\n<li><strong>\u4e00\u53e0\u56fe\u6587\u5e76\u8302\u7684\u5361\u7247<\/strong>\uff1a\u8fd9\u5c31\u662f\u76d1\u7763\u5b66\u4e60\u7684\u5173\u952e\u6240\u5728 \u2014\u2014<strong>\u5e26\u6709\u6807\u7b7e\u7684\u8bad\u7ec3\u6570\u636e\uff08Labeled Training Data\uff09<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u4e00\u5f20\u5361\u7247\u90fd\u6709\u4e24\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6b63\u9762\uff1a\u95ee\u9898 -> \u8fd9\u662f\u7279\u5f81 (Feature)\n<ul>\n<li>\u6bd4\u5982\uff0c\u5361\u7247\u6b63\u9762\u662f\u4e00\u5f20\u53ef\u7231\u7684\u732b\u54aa\u56fe\u7247\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u80cc\u9762\uff1a\u6807\u51c6\u7b54\u6848 -> \u8fd9\u662f\u6807\u7b7e\uff08Label\uff09\u3002\n<ul>\n<li>\u5361\u7247\u80cc\u9762\u6e05\u6e05\u695a\u695a\u5730\u5199\u7740\u732b\u8fd9\u4e2a\u5b57\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<ul start=\"2\"><\/ul>\n\n\n\n<p>\u73b0\u5728\uff0c\u6559\u5b66\u8fc7\u7a0b\uff08\u8bad\u7ec3\u8fc7\u7a0b\uff09\u5f00\u59cb\u4e86\uff1a<\/p>\n\n\n\n<ol>\n<li>\u7236\u6bcd\u62ff\u51fa\u7b2c\u4e00\u5f20\u5361\u7247\uff0c\u628a\u5370\u6709\u732b\u54aa\u56fe\u7247\u7684\u4e00\u9762\u5c55\u793a\u7ed9\u5a74\u513f\u3002<\/li>\n\n\n\n<li>\u5a74\u513f\u770b\u7740\u56fe\u7247\uff0c\u53ef\u80fd\u54bf\u54bf\u5440\u5440\u5730\u731c\u4e86\u4e00\u4e2a\uff1a&#8221;\u72d7\uff1f&#8221;<\/li>\n\n\n\n<li>\u7236\u6bcd\u7b11\u7740\u6447\u6447\u5934\uff0c\u628a\u5361\u7247\u7ffb\u8fc7\u6765\uff0c\u6307\u7740\u80cc\u9762\u7684\u732b\u5b57\uff0c\u6e05\u6670\u5730\u544a\u8bc9\u4ed6\uff1a&#8221;\u5b9d\u5b9d\uff0c\u770b\uff0c\u8fd9\u4e2a\u662f\u732b\u3002&#8221;<\/li>\n\n\n\n<li>\u7236\u6bcd\u53c8\u62ff\u51fa\u7b2c\u4e8c\u5f20\u5361\u7247\uff0c\u6b63\u9762\u662f\u4e00\u53ea\u5c0f\u72d7\u3002<\/li>\n\n\n\n<li>\u5a74\u513f\u53ef\u80fd\u53c8\u731c\u9519\u4e86\u3002\u7236\u6bcd\u518d\u6b21\u7ffb\u5f00\u5361\u7247\uff0c\u544a\u8bc9\u4ed6\u6807\u51c6\u7b54\u6848\u662f &#8220;\u72d7&#8221;\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u91cd\u590d\u6210\u5343\u4e0a\u4e07\u6b21\uff0c\u8986\u76d6\u5404\u79cd\u5404\u6837\u7684\u732b\u548c\u72d7\u7684\u56fe\u7247\u3002\u6162\u6162\u5730\uff0c\u5a74\u513f\u7684\u5927\u8111\uff08\u6a21\u578b\uff09\u5185\u90e8\u5f00\u59cb\u53d1\u751f\u5947\u5999\u7684\u53d8\u5316\u3002\u4ed6\u5f00\u59cb\u81ea\u5df1\u603b\u7ed3\u89c4\u5f8b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u54e6\uff0c\u539f\u6765\u8033\u6735\u5c16\u5c16\u3001\u80e1\u987b\u957f\u957f\u3001\u773c\u775b\u50cf\u674f\u4ec1\u7684\uff0c\u901a\u5e38\u662f &#8220;\u732b&#8221;\u3002<\/li>\n\n\n\n<li>\u800c\u8033\u6735\u8037\u62c9\u4e0b\u6765\u3001\u559c\u6b22\u4f38\u820c\u5934\u3001\u9f3b\u5b50\u6e7f\u6f09\u6f09\u7684\uff0c\u5f80\u5f80\u662f &#8220;\u72d7&#8221;\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u76d1\u7763\u5b66\u4e60\u7684\u6838\u5fc3\uff0c\u5c31\u662f\u8fd9\u6837\u4e00\u79cd<strong>&#8220;\u6709\u95ee\u6709\u7b54\u3001\u6709\u6559\u6709\u5b66&#8221;<\/strong>\u7684\u5b66\u4e60\u6a21\u5f0f\u3002\u76d1\u7763\u4e8c\u5b57\uff0c\u5c31\u4f53\u73b0\u5728\u90a3\u4e2a\u660e\u786e\u7684\u6807\u51c6\u7b54\u6848\uff08\u6807\u7b7e\uff09\u4e0a\u3002\u6a21\u578b\u6bcf\u4e00\u6b21\u7684\u731c\u6d4b\uff0c\u90fd\u4f1a\u88ab\u62ff\u6765\u548c\u6807\u51c6\u7b54\u6848\u5bf9\u6bd4\uff0c\u4ece\u800c\u5f97\u5230\u53cd\u9988\uff0c\u77e5\u9053\u81ea\u5df1\u9519\u5728\u54ea\u91cc\uff0c\u4ee5\u53ca\u5e94\u8be5\u5982\u4f55\u4fee\u6b63\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u76d1\u7763\u5b66\u4e60\u7684\u4e24\u5927\u652f\u67f1\uff1a\u5206\u7c7b\u4e0e\u56de\u5f52 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd9\u4f4d\u5bb6\u6559\u4e3b\u8981\u6559\u4e24\u95e8\u4e3b\u8bfe\uff0c\u5bf9\u5e94\u7740\u76d1\u7763\u5b66\u4e60\u7684\u4e24\u4e2a\u6838\u5fc3\u4efb\u52a1\uff1a<strong>\u5206\u7c7b\uff08Classification\uff09<\/strong> \u548c<strong>\u56de\u5f52\uff08Regression\uff09<\/strong>\u3002\u5b83\u4eec\u89e3\u51b3\u7684\u95ee\u9898\u7c7b\u578b\u622a\u7136\u4e0d\u540c\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd391. \u4e3b\u8bfe\u4e00\uff1a\u5206\u7c7b\uff08Classification\uff09\u2014\u2014 \u8fd9\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u76ee\u6807<\/strong>\uff1a\u9884\u6d4b\u4e00\u4e2a\u4e1c\u897f\u5c5e\u4e8e\u54ea\u4e2a<strong>\u9884\u5148\u5b9a\u4e49\u597d\u7684\u7c7b\u522b<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u7b54\u6848\u7684\u7279\u70b9<\/strong>\uff1a<strong>\u79bb\u6563\u7684\u3001\u6709\u9650\u7684\u7c7b\u522b\u503c<\/strong>\u3002\u6bd4\u5982 &#8220;\u662f \/ \u5426&#8221;\u3001&#8221;\u732b \/ \u72d7 \/ \u9e1f&#8221;\u3001&#8221;A\/B\/C\/D&#8221;\u3002<\/li>\n\n\n\n<li><strong>\u5361\u7247\u6bd4\u55bb<\/strong>\uff1a\u7236\u6bcd\u6559\u5a74\u513f\u8bc6\u522b\u7269\u4f53\u3002\u5361\u7247\u80cc\u9762\u7684\u7b54\u6848\u662f\u7269\u4f53\u7684\u540d\u5b57\u3002\n<ul>\n<li>\u8fd9\u5f20\u56fe\u7247\u662f\u732b\u8fd8\u662f\u72d7\uff1f\uff08\u4e8c\u5143\u5206\u7c7b Binary Classification\uff09<\/li>\n\n\n\n<li>\u8fd9\u5c01\u90ae\u4ef6\u662f\u5783\u573e\u90ae\u4ef6\u8fd8\u662f\u6b63\u5e38\u90ae\u4ef6\uff1f<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u80bf\u7624\u662f\u826f\u6027\u8fd8\u662f\u6076\u6027\uff1f<\/li>\n\n\n\n<li>\u8fd9\u5f20\u56fe\u7247\u662f\u732b\u3001\u72d7\uff0c\u8fd8\u662f\u9e1f\uff1f\uff08\u591a\u5143\u5206\u7c7b Multi-class Classification\uff09<\/li>\n\n\n\n<li>\u8fd9\u7bc7\u65b0\u95fb\u5c5e\u4e8e\u4f53\u80b2\u3001\u5a31\u4e50\uff0c\u8fd8\u662f\u79d1\u6280\u677f\u5757\uff1f<\/li>\n\n\n\n<li>\u8fd9\u5f20\u624b\u5199\u6570\u5b57\u662f 0, 1, 2, &#8230;, 9 \u4e2d\u7684\u54ea\u4e00\u4e2a\uff1f<\/li>\n\n\n\n<li>\u8fd9\u5f20\u56fe\u7247\u91cc\u65e2\u6709\u732b\uff0c\u53c8\u6709\u72d7\uff0c\u8fd8\u6709\u6811\uff1f\uff08\u591a\u6807\u7b7e\u5206\u7c7b Multi-label Classification\uff09\n<ul>\n<li>\u8fd9\u79cd\u66f4\u590d\u6742\u4e00\u70b9\uff0c\u610f\u5473\u7740\u4e00\u4e2a\u6837\u672c\u53ef\u4ee5\u540c\u65f6\u62e5\u6709\u591a\u4e2a\u6807\u7b7e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5206\u7c7b\u4efb\u52a1\uff0c\u5c31\u50cf\u5728\u505a\u9009\u62e9\u9898\u3002<\/strong> AI \u9700\u8981\u4ece\u51e0\u4e2a\u56fa\u5b9a\u7684\u9009\u9879\u4e2d\uff0c\u9009\u51fa\u6700\u6b63\u786e\u7684\u4e00\u4e2a\u6216\u591a\u4e2a\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392. \u4e3b\u8bfe\u4e8c\uff1a\u56de\u5f52\uff08Regression\uff09\u2014\u2014 \u6709\u591a\u5c11\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u76ee\u6807<\/strong>\uff1a\u9884\u6d4b\u4e00\u4e2a\u8fde\u7eed\u7684\u6570\u503c\u3002<\/li>\n\n\n\n<li><strong>\u7b54\u6848\u7684\u7279\u70b9<\/strong>\uff1a\u4e00\u4e2a<strong>\u8fde\u7eed\u7684\u3001\u53ef\u4ee5\u65e0\u9650\u7ec6\u5206\u7684\u6570\u5b57<\/strong>\u3002\u6bd4\u5982\u4ef7\u683c\u3001\u6e29\u5ea6\u3001\u957f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u5361\u7247\u6bd4\u55bb<\/strong>\uff1a\u7236\u6bcd\u6559\u5a74\u513f\u4f30\u7b97\u4e8b\u7269\u7684\u6570\u503c\u3002\n<ul>\n<li>\u5361\u7247\u6b63\u9762\u662f\u4e00\u5f20\u623f\u5b50\u7684\u7167\u7247\uff08\u5305\u542b\u4e86\u9762\u79ef\u3001\u5730\u6bb5\u3001\u5367\u5ba4\u6570\u91cf\u7b49\u4fe1\u606f\uff09\u3002<\/li>\n\n\n\n<li>\u5361\u7247\u80cc\u9762\u5199\u7684\u4e0d\u662f\u540d\u5b57\uff0c\u800c\u662f\u4e00\u4e2a\u5177\u4f53\u7684\u6570\u5b57\uff1a\u00a53,520,000\u3002<\/li>\n\n\n\n<li>\u7236\u6bcd\u95ee\uff1a\u5b9d\u5b9d\uff0c\u731c\u731c\u8fd9\u680b\u623f\u5b50\u503c\u591a\u5c11\u94b1\uff1f<\/li>\n\n\n\n<li>\u5a74\u513f\u731c\uff1a\u00a53,000,000\u3002<\/li>\n\n\n\n<li>\u7236\u6bcd\u544a\u8bc9\u4ed6\uff1a\u5f88\u63a5\u8fd1\u4e86\uff0c\u4f46\u6807\u51c6\u7b54\u6848\u662f \u00a53,520,000\uff0c\u4f60\u731c\u4f4e\u4e86\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u56de\u5f52\u4efb\u52a1\uff0c\u5c31\u50cf\u5728\u505a\u586b\u7a7a\u9898\u3002<\/strong> AI \u9700\u8981\u9884\u6d4b\u51fa\u4e00\u4e2a\u5177\u4f53\u7684\u6570\u503c\uff0c\u800c\u8fd9\u4e2a\u6570\u503c\u53ef\u4ee5\u5728\u4e00\u4e2a\u8303\u56f4\u5185\u8fde\u7eed\u53d8\u5316\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u6838\u5fc3\u533a\u522b\u5c0f\u7ed3\uff1a<br>  \u5206\u7c7b\uff1a\u9884\u6d4b\u7c7b\u522b\uff0c\u7b54\u6848\u662f\u5b9a\u6027\u7684\u3002<br>  \u56de\u5f52\uff1a\u9884\u6d4b\u6570\u503c\uff0c\u7b54\u6848\u662f\u5b9a\u91cf\u7684\u3002<\/pre>\n\n\n\n<p>\u641e\u6e05\u695a\u8fd9\u4e2a\u533a\u522b\uff0c\u4f60\u5c31\u5df2\u7ecf\u638c\u63e1\u4e86\u76d1\u7763\u5b66\u4e60\u7684\u4e00\u534a\u4e86\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u6df1\u5165\u7406\u89e3 \u2014\u2014AI \u5b9d\u5b9d\u7684\u5b66\u4e60\u5168\u8fc7\u7a0b\u63ed\u79d8 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u4eec\u5df2\u7ecf\u77e5\u9053\u4e86\u76d1\u7763\u5b66\u4e60\u7684\u6559\u4ec0\u4e48\uff0c\u73b0\u5728\u6211\u4eec\u6765\u6df1\u5165\u63a2\u7d22\u600e\u4e48\u6559\u3002\u4e00\u4e2a\u5b8c\u6574\u7684\u76d1\u7763\u5b66\u4e60\u6d41\u7a0b\uff0c\u53ef\u4ee5\u5206\u89e3\u4e3a\u6e05\u6670\u7684\u4e94\u4e2a\u6b65\u9aa4\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u6b65\u9aa4\u4e00\uff1a\u51c6\u5907\u6559\u6750 \u2014\u2014 \u6536\u96c6\u548c\u6807\u6ce8\u6570\u636e<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6574\u4e2a\u9879\u76ee\u4e2d\u6700\u8017\u65f6\u3001\u4e5f\u6700\u5173\u952e\u7684\u4e00\u6b65\u3002\u6ca1\u6709\u597d\u7684\u6559\u6750\uff0c\u518d\u806a\u660e\u7684\u5b9d\u5b9d\u4e5f\u5b66\u4e0d\u597d\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u6536\u96c6\u6570\u636e<\/strong>\uff1a\u6bd4\u5982\uff0c\u4e3a\u4e86\u6559 AI \u8bc6\u522b\u732b\u548c\u72d7\uff0c\u6211\u4eec\u9700\u8981\u6536\u96c6\u6210\u5343\u4e0a\u4e07\u5f20\u732b\u548c\u72d7\u7684\u56fe\u7247\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6e05\u6d17<\/strong>\uff1a\u53bb\u9664\u6a21\u7cca\u7684\u3001\u65e0\u5173\u7684\u3001\u91cd\u590d\u7684\u56fe\u7247\u3002<\/li>\n\n\n\n<li><strong>\u6807\u6ce8\u6570\u636e<\/strong>\uff1a\u8fd9\u662f\u76d1\u7763\u5b66\u4e60\u4e2d\u5f88\u91cd\u8981\u7684\u4e00\u6b65\u3002\u6211\u4eec\u9700\u8981\u96c7\u4f63\u6807\u6ce8\u5458\uff08\u5c31\u50cf\u7236\u6bcd\u51c6\u5907\u5361\u7247\u4e00\u6837\uff09\uff0c<strong>\u4e3a\u6bcf\u4e00\u5f20\u56fe\u7247\u6253\u4e0a\u6b63\u786e\u7684\u6807\u7b7e<\/strong>\u3002\u8fd9\u5f20\u662f\u732b\uff0c\u90a3\u5f20\u662f\u72d7\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u662f\u52b3\u52a8\u5bc6\u96c6\u578b\u7684\uff0c\u6210\u672c\u9ad8\u6602\u3002<\/li>\n\n\n\n<li><strong>\u5212\u5206\u6570\u636e\u96c6<\/strong>\uff1a\u6211\u4eec\u4e0d\u80fd\u628a\u6240\u6709\u7684\u5361\u7247\u90fd\u7528\u6765\u6559\u5b66\u3002\u6211\u4eec\u9700\u8981\u628a\u5b83\u4eec\u5206\u6210\u4e09\u4efd\uff1a\n<ul>\n<li><strong>\u8bad\u7ec3\u96c6<\/strong>\uff1a\u5360\u7edd\u5927\u90e8\u5206\uff08\u7ea6 70-80%\uff09\u3002\u8fd9\u662f\u7ed9\u5b9d\u5b9d\u4e0a\u8bfe\u7528\u7684\u6838\u5fc3\u6559\u6750\u3002<\/li>\n\n\n\n<li><strong>\u9a8c\u8bc1\u96c6<\/strong>\uff1a\u5360\u4e00\u5c0f\u90e8\u5206\uff08\u7ea6 10-15%\uff09\u3002\u8fd9\u662f\u7528\u6765\u8fdb\u884c<strong>\u968f\u5802\u6d4b\u9a8c<\/strong>\u7684\u3002\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0c\u7236\u6bcd\u4f1a\u65f6\u4e0d\u65f6\u62ff\u51e0\u5f20\u9a8c\u8bc1\u96c6\u7684\u5361\u7247\u8003\u8003\u5b9d\u5b9d\uff0c\u770b\u770b\u4ed6\u6700\u8fd1\u5b66\u5f97\u600e\u4e48\u6837\uff0c\u4ee5\u4fbf\u8c03\u6574\u6559\u5b66\u7b56\u7565\uff08\u8c03\u6574\u6a21\u578b\u7684\u8d85\u53c2\u6570\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5\u96c6<\/strong>\uff1a\u5360\u6700\u540e\u4e00\u90e8\u5206\uff08\u7ea6 10-15%\uff09\u3002\u8fd9\u662f<strong>\u671f\u672b\u5927\u8003<\/strong>\u7528\u7684\uff0c\u7edd\u5bf9\u4fdd\u5bc6\uff0c\u5728\u6574\u4e2a\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u5b9d\u5b9d\u4e00\u6b21\u90fd\u4e0d\u80fd\u770b\u3002\u53ea\u6709\u5f53\u7236\u6bcd\u8ba4\u4e3a\u5b9d\u5b9d\u5df2\u7ecf\u6bd5\u4e1a\u65f6\uff0c\u624d\u4f1a\u62ff\u51fa\u8fd9\u5957\u5168\u65b0\u7684\u8003\u5377\u6765\u6700\u7ec8\u8bc4\u5224\u4ed6\u7684\u5b66\u4e60\u6210\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u6b65\u9aa4\u4e8c\uff1a\u9009\u62e9\u6a21\u578b \u2014\u2014 \u9009\u5b9a\u5b9d\u5b9d\u7684\u5927\u8111\u7ed3\u6784<\/strong><\/p>\n\n\n\n<p>\u4e16\u754c\u4e0a\u6709\u4e0d\u540c\u7c7b\u578b\u7684\u5b66\u4e60\u8005\uff0cAI \u6a21\u578b\u4e5f\u662f\u5982\u6b64\u3002\u6211\u4eec\u9700\u8981\u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u6027\uff0c\u4e3a\u5b9d\u5b9d\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u5927\u8111\u7ed3\u6784\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u7b80\u5355\u7684\u7ebf\u6027\u6a21\u578b<\/strong>\uff1a\u5982\u7ebf\u6027\u56de\u5f52\uff08Linear Regression\uff09\u3001\u903b\u8f91\u56de\u5f52\uff08Logistic Regression\uff09\u3002\u9002\u5408\u5904\u7406\u76f8\u5bf9\u7b80\u5355\u7684\u3001\u7ebf\u6027\u5173\u7cfb\u660e\u663e\u7684\u95ee\u9898\u3002\u5c31\u50cf\u4e00\u4e2a\u53ea\u4f1a\u753b\u76f4\u7ebf\u7684\u5b9d\u5b9d\u3002<\/li>\n\n\n\n<li><strong>\u66f4\u590d\u6742\u7684\u4f20\u7edf\u6a21\u578b<\/strong>\uff1a\u5982\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u3001\u51b3\u7b56\u6811\uff08Decision Tree\uff09\u3001\u968f\u673a\u68ee\u6797\uff08Random Forest\uff09\u3002\u5b83\u4eec\u80fd\u5904\u7406\u66f4\u590d\u6742\u7684\u5173\u7cfb\uff0c\u5c31\u50cf\u5b66\u4f1a\u4e86\u753b\u66f2\u7ebf\u548c\u5404\u79cd\u56fe\u5f62\u7684\u5b9d\u5b9d\u3002<\/li>\n\n\n\n<li><strong>\u5f3a\u5927\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong>\uff1a\u5982\u795e\u7ecf\u7f51\u7edc\uff08Neural Networks\uff09\uff0c\u7279\u522b\u662f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u3002\u8fd9\u662f\u76ee\u524d\u6700\u5f3a\u5927\u7684\u5927\u8111\uff0c\u62e5\u6709\u4ebf\u4e07\u4e2a\u795e\u7ecf\u5143\uff0c\u80fd\u591f\u5b66\u4e60\u6781\u5176\u590d\u6742\u7684\u3001\u975e\u7ebf\u6027\u7684\u6a21\u5f0f\u3002\u9002\u5408\u5904\u7406\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u81ea\u7136\u8bed\u8a00\u7b49\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 <\/strong><strong>\u6b65\u9aa4\u4e09\uff1a\u5b9a\u4e49\u89c4\u5219 \u2014\u2014 \u8bbe\u5b9a\u635f\u5931\u51fd\u6570<\/strong><\/p>\n\n\n\n<p>\u6709\u4e86\u6a21\u578b\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u4e00\u4e2a\u8bc4\u5224\u6807\u51c6\uff0c\u6765\u8861\u91cf\u5b9d\u5b9d\u7684\u56de\u7b54\u548c\u6807\u51c6\u7b54\u6848\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u8fd9\u4e2a\u6807\u51c6\uff0c\u5c31\u662f<strong>\u635f\u5931\u51fd\u6570\uff08Loss Function\uff09<\/strong>\uff0c\u4e5f\u53eb<strong>\u6210\u672c\u51fd\u6570\uff08Cost Function\uff09<\/strong>\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u56de\u5f52\u4efb\u52a1\u7684\u635f\u5931\u51fd\u6570<\/strong>\uff1a\n<ul>\n<li>\u6bd4\u55bb\uff1a\u5b9d\u5b9d\u731c\u623f\u4ef7\u662f 300 \u4e07\uff0c\u6807\u51c6\u7b54\u6848\u662f 350 \u4e07\u3002\u5dee\u8ddd\u662f 50 \u4e07\u3002<\/li>\n\n\n\n<li>\u5e38\u7528\u51fd\u6570\uff1a<strong>\u5747\u65b9\u8bef\u5dee\uff08Mean Squared Error, MSE\uff09<\/strong>\u3002\u5b83\u8ba1\u7b97\u7684\u662f\u6240\u6709\u6837\u672c\u7684\uff08\u9884\u6d4b\u503c &#8211; \u771f\u5b9e\u503c\uff09\u7684\u5e73\u65b9\u7684\u5e73\u5747\u503c\u3002\u5dee\u8ddd\u8d8a\u5927\uff0c\u635f\u5931\u5c31\u8d8a\u5927\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5206\u7c7b\u4efb\u52a1\u7684\u635f\u5931\u51fd\u6570<\/strong>\uff1a\n<ul>\n<li>\u6bd4\u55bb\uff1a\u5b9d\u5b9d\u6307\u7740\u732b\u7684\u56fe\u7247\u8bf4\u662f\u72d7\u3002\u9519\u4e86\u5c31\u662f\u9519\u4e86\uff0c\u4f46\u9519\u5f97\u6709\u591a\u79bb\u8c31\u5462\uff1f\u5982\u679c\u6a21\u578b\u4ee5 99% \u7684\u4fe1\u5fc3\u8ba4\u4e3a\u662f\u72d7\uff0c\u90a3\u6bd4\u4ee5 51% \u7684\u4fe1\u5fc3\u8ba4\u4e3a\u662f\u72d7\uff0c\u9519\u5f97\u66f4\u575a\u5b9a\uff0c\u635f\u5931\u4e5f\u5e94\u8be5\u66f4\u5927\u3002<\/li>\n\n\n\n<li>\u5e38\u7528\u51fd\u6570\uff1a<strong>\u4ea4\u53c9\u71b5\u635f\u5931\uff08Cross-Entropy Loss\uff09<\/strong>\u3002\u5b83\u80fd\u5f88\u597d\u5730\u8861\u91cf\u9884\u6d4b\u7684\u6982\u7387\u5206\u5e03\u4e0e\u771f\u5b9e\u7684\u6807\u7b7e\u5206\u5e03\u4e4b\u95f4\u7684\u8ddd\u79bb\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u635f\u5931\u51fd\u6570\u5c31\u50cf\u4e00\u4e2a\u60e9\u7f5a\u673a\u5236\u3002\u5b9d\u5b9d\u7b54\u9519\u5f97\u8d8a\u79bb\u8c31\uff0c\u611f\u53d7\u5230\u7684\u75db\u82e6\uff08\u635f\u5931\u503c\uff09\u5c31\u8d8a\u5927\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u6b65\u9aa4\u56db\uff1a\u5f00\u59cb\u5b66\u4e60 \u2014\u2014 \u4f18\u5316\u4e0e\u8fed\u4ee3<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6700\u6838\u5fc3\u7684\u5b66\u4e60\u5faa\u73af\u3002\u5b9d\u5b9d\u7684\u76ee\u6807\u662f\uff1a\u901a\u8fc7\u4e0d\u65ad\u8c03\u6574\u81ea\u5df1\u7684\u5927\u8111\u7ed3\u6784\uff08\u6a21\u578b\u53c2\u6570\uff09\uff0c\u6765\u8ba9\u603b\u7684\u75db\u82e6\u503c\uff08\u603b\u635f\u5931\uff09\u53d8\u5f97\u6700\u5c0f\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a<strong>\u4f18\u5316\uff08Optimization\uff09<\/strong>\u3002\u6700\u5e38\u7528\u7684\u4f18\u5316\u7b97\u6cd5\u53eb\u505a<strong>\u68af\u5ea6\u4e0b\u964d\uff08Gradient Descent\uff09<\/strong>\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u6253\u4e2a\u6bd4\u65b9\uff0c\u6211\u662f\u8fd9\u6837\u7406\u89e3\u68af\u5ea6\u4e0b\u964d\u7684\uff1a<\/strong>\n<ul>\n<li>\u60f3\u8c61\u5b9d\u5b9d\u88ab\u8499\u4e0a\u773c\u775b\uff0c\u7ad9\u5728\u4e00\u5ea7\u8fde\u7ef5\u8d77\u4f0f\u7684\u5927\u5c71\uff08\u635f\u5931\u51fd\u6570\u7684\u66f2\u9762\uff09\u4e0a\u3002\u4ed6\u7684\u4efb\u52a1\u662f\u5c3d\u5feb\u8d70\u5230\u5c71\u8c37\u7684\u6700\u4f4e\u70b9\uff08\u635f\u5931\u6700\u5c0f\u7684\u5730\u65b9\uff09\u3002<\/li>\n\n\n\n<li>\u4ed6\u4e0d\u77e5\u9053\u6700\u4f4e\u70b9\u5728\u54ea\uff0c\u4f46\u4ed6\u53ef\u4ee5\u4f38\u51fa\u811a\uff0c\u611f\u53d7\u4e00\u4e0b\u5f53\u524d\u4f4d\u7f6e\u54ea\u4e2a\u65b9\u5411\u662f\u4e0b\u5761\u6700\u9661\u7684\u3002\u8fd9\u4e2a\u6700\u9661\u5ced\u7684\u4e0b\u5761\u65b9\u5411\uff0c\u5c31\u662f<strong>\u68af\u5ea6\uff08Gradient\uff09<\/strong>\u7684\u8d1f\u65b9\u5411\u3002<\/li>\n\n\n\n<li>\u4e8e\u662f\uff0c\u4ed6\u671d\u7740\u8fd9\u4e2a\u65b9\u5411\u8fc8\u51fa\u4e00\u6b65\uff08\u66f4\u65b0\u4e00\u6b21\u6a21\u578b\u53c2\u6570\uff09\u3002<\/li>\n\n\n\n<li>\u5230\u8fbe\u65b0\u4f4d\u7f6e\u540e\uff0c\u4ed6\u518d\u6b21\u611f\u53d7\u54ea\u4e2a\u65b9\u5411\u4e0b\u5761\u6700\u9661\uff0c\u518d\u8fc8\u51fa\u4e00\u6b65\u3002<\/li>\n\n\n\n<li>\u2026\u2026<\/li>\n\n\n\n<li>\u5982\u6b64\u5faa\u73af\u5f80\u590d\uff0c\u4e00\u6b65\u4e00\u6b65\u5730\uff0c\u4ed6\u6700\u7ec8\u4f1a\u8d70\u5230\u4e00\u4e2a\u5c71\u8c37\u7684\u5e95\u90e8\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a<strong>&#8220;\u770b\u5361\u7247 \u2192 \u731c\u6d4b \u2192 \u5bf9\u6bd4\u7b54\u6848 \u2192 \u8ba1\u7b97\u635f\u5931 \u2192 \u6cbf\u68af\u5ea6\u65b9\u5411\u8c03\u6574\u5927\u8111&#8221;<\/strong>\u7684\u5faa\u73af\uff0c\u4f1a\u8fdb\u884c\u6210\u5343\u4e0a\u4e07\u6b21\u3002\u6bcf\u4e00\u6b21\u5faa\u73af\uff0c\u6a21\u578b\u90fd\u4f1a\u53d8\u5f97\u6bd4\u4e0a\u4e00\u6b21\u66f4\u806a\u660e\u4e00\u70b9\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u6b65\u9aa4\u4e94\uff1a\u8bc4\u4f30\u4e0e\u5e94\u7528 \u2014\u2014 \u53c2\u52a0\u8003\u8bd5\u548c\u8d70\u5411\u793e\u4f1a<\/strong><\/p>\n\n\n\n<p>\u5f53\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u4e0a\u90fd\u8868\u73b0\u5f97\u5f88\u597d\u65f6\uff0c\u5c31\u610f\u5473\u7740\u5b9d\u5b9d\u7684\u8bfe\u7a0b\u7ed3\u675f\u4e86\uff0c\u53ef\u4ee5\u51c6\u5907\u6bd5\u4e1a\u5927\u8003\u4e86\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u8bc4\u4f30\uff08Evaluation\uff09<\/strong>\uff1a\u6211\u4eec\u62ff\u51fa\u4ece\u672a\u89c1\u8fc7\u7684<strong>\u6d4b\u8bd5\u96c6<\/strong>\u6765\u8003\u9a8c\u6a21\u578b\u3002\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\uff08\u5982\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u7b49\uff09\uff0c\u624d\u4ee3\u8868\u4e86\u5b83\u771f\u6b63\u7684\u3001\u6cdb\u5316\u7684\u80fd\u529b\u3002\u8fd9\u5c31\u50cf\u7528\u9ad8\u8003\u6210\u7ee9\u6765\u8bc4\u5224\u4e00\u4e2a\u5b66\u751f\uff0c\u800c\u4e0d\u662f\u5e73\u65f6\u7684\u6a21\u62df\u8003\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\uff08Deployment\uff09<\/strong>\uff1a\u4e00\u65e6\u6a21\u578b\u901a\u8fc7\u4e86\u6d4b\u8bd5\uff0c\u8bc1\u660e\u5b83\u662f\u4e2a\u5408\u683c\u7684\u6bd5\u4e1a\u751f\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u628a\u5b83\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u53bb\u89e3\u51b3\u771f\u5b9e\u4e16\u754c\u7684\u95ee\u9898\u4e86\u3002\u6bd4\u5982\uff0c\u628a\u5b83\u96c6\u6210\u5230\u624b\u673a App \u91cc\uff0c\u8ba9\u5b83\u5f00\u59cb\u4e3a\u4eba\u8138\u89e3\u9501\u3001\u8fc7\u6ee4\u5783\u573e\u90ae\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u76d1\u7763\u5b66\u4e60\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35 \u2014\u2014 \u4e24\u5927\u5b66\u4e60\u969c\u788d \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5373\u4fbf\u662f\u6700\u4e3b\u6d41\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u4e5f\u514d\u4e0d\u4e86\u4f1a\u9047\u5230\u95ee\u9898\u3002\u76d1\u7763\u5b66\u4e60\u4e2d\u7684\u5b9d\u5b9d\uff0c\u6700\u5bb9\u6613\u60a3\u4e0a\u4e24\u79cd\u5b66\u4e60\u969c\u788d\uff1a<strong>\u8fc7\u62df\u5408\uff08Overfitting\uff09<\/strong> \u548c<strong>\u6b20\u62df\u5408\uff08Underfitting\uff09<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39 1. \u8fc7\u62df\u5408\uff08Overfitting\uff09\u2014\u2014 \u6b7b\u8bb0\u786c\u80cc\u7684\u4e66\u5446\u5b50<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u5b9d\u5b9d\u5728\u968f\u5802\u6d4b\u9a8c\uff08\u9a8c\u8bc1\u96c6\uff09\u4e2d\u8868\u73b0\u5b8c\u7f8e\uff0c\u751a\u81f3\u80fd\u8fbe\u5230 100 \u5206\uff0c\u4f46\u5728\u671f\u672b\u5927\u8003\uff08\u6d4b\u8bd5\u96c6\uff09\u4e2d\u5374\u4e00\u584c\u7cca\u6d82\u3002<\/li>\n\n\n\n<li><strong>\u6bd4\u55bb<\/strong>\uff1a\u8fd9\u4f4d\u5b9d\u5b9d\u6ca1\u6709\u5b66\u4f1a\u771f\u6b63\u7684\u77e5\u8bc6\uff0c\u800c\u662f\u628a\u8bad\u7ec3\u7528\u7684\u90a3\u51e0\u767e\u5f20\u5361\u7247\u6b7b\u8bb0\u786c\u80cc\u4e0b\u6765\u4e86\u3002\n<ul>\n<li>\u4ed6\u8bb0\u4f4f\u4e86\u5361\u7247 A \u4e0a\u5de6\u4e0a\u89d2\u6709\u9ed1\u70b9\u7684\u90a3\u53ea\u9ec4\u732b\u662f\u732b\u3002<\/li>\n\n\n\n<li>\u5f53\u671f\u672b\u8003\u8bd5\u51fa\u73b0\u4e00\u5f20\u5168\u65b0\u7684\u3001\u4f46\u4e5f\u662f\u9ec4\u8272\u7684\u732b\u65f6\uff0c\u56e0\u4e3a\u6ca1\u6709\u90a3\u4e2a\u719f\u6089\u7684\u9ed1\u70b9\uff0c\u4ed6\u53cd\u800c\u4e0d\u8ba4\u8bc6\u4e86\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u539f\u56e0<\/strong>\uff1a\n<ul>\n<li>\u6a21\u578b\u592a\u590d\u6742\uff1a\u7ed9\u4e86\u5b9d\u5b9d\u4e00\u4e2a\u8fc7\u4e8e\u5f3a\u5927\u7684\u5927\u8111\uff08\u6bd4\u5982\u5c42\u6570\u592a\u591a\u7684\u795e\u7ecf\u7f51\u7edc\uff09\uff0c\u4ed6\u6709\u8db3\u591f\u7684\u80fd\u529b\u53bb\u8bb0\u5fc6\u6bcf\u4e00\u4e2a\u5fae\u5c0f\u7684\u3001\u65e0\u5173\u7d27\u8981\u7684\u7ec6\u8282\uff08\u566a\u58f0\uff09\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u91cf\u592a\u5c11\uff1a\u6559\u6750\u592a\u8584\uff0c\u5b9d\u5b9d\u53ea\u80fd\u901a\u8fc7\u6b7b\u8bb0\u786c\u80cc\u6765\u5e94\u4ed8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u89e3\u51b3\u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li>\u589e\u52a0\u6570\u636e\u91cf\uff1a\u6700\u6709\u6548\u7684\u65b9\u6cd5\u3002\u7ed9\u5b9d\u5b9d\u66f4\u591a\u3001\u66f4\u591a\u6837\u5316\u7684\u5361\u7247\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u66f4\u7b80\u5355\u7684\u6a21\u578b\uff1a\u6740\u9e21\u7109\u7528\u725b\u5200\u3002<\/li>\n\n\n\n<li>\u6b63\u5219\u5316\uff08Regularization\uff09\uff1a\u5728\u635f\u5931\u51fd\u6570\u91cc\u589e\u52a0\u4e00\u4e2a\u60e9\u7f5a\u9879\uff0c\u60e9\u7f5a\u8fc7\u4e8e\u590d\u6742\u7684\u6a21\u578b\u3002\u5c31\u50cf\u544a\u8bc9\u5b9d\u5b9d\uff1a\u4f60\u53ef\u4ee5\u5b66\u5f97\u5f88\u597d\uff0c\u4f46\u522b\u8ba9\u4f60\u7684\u5927\u8111\u53d8\u5f97\u592a\u590d\u6742\uff0c\u5426\u5219\u8981\u6263\u5206\u3002<\/li>\n\n\n\n<li>Dropout\uff1a\u5728\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u65f6\uff0c\u968f\u673a\u5931\u6d3b\u4e00\u90e8\u5206\u795e\u7ecf\u5143\u3002\u5c31\u50cf\u4e0a\u8bfe\u968f\u673a\u8ba9\u4e00\u4e9b\u5b66\u751f\u6253\u778c\u7761\uff0c\u5f3a\u8feb\u5176\u4ed6\u5b66\u751f\u66f4\u52aa\u529b\u5730\u5b66\u4e60\uff0c\u907f\u514d\u56e2\u961f\u4e2d\u6709\u4eba\u6ee5\u7afd\u5145\u6570\u6216\u8bb0\u5fc6\u529b\u8fc7\u597d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 2. \u6b20\u62df\u5408\uff08Underfitting\uff09\u2014\u2014 \u538b\u6839\u6ca1\u5b66\u4f1a\u7684\u5b66\u6e23<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u5b9d\u5b9d\u4e0d\u4ec5\u5728\u671f\u672b\u5927\u8003\u4e2d\u8868\u73b0\u5dee\uff0c\u8fde\u968f\u5802\u6d4b\u9a8c\u90fd\u8003\u4e0d\u53ca\u683c\u3002<\/li>\n\n\n\n<li><strong>\u6bd4\u55bb<\/strong>\uff1a\u6559\u6750\u660e\u660e\u662f\u732b\u548c\u72d7\uff0c\u4f46\u5b9d\u5b9d\u8fde\u5361\u7247\u4e0a\u7684\u732b\u548c\u72d7\u90fd\u5206\u4e0d\u6e05\u3002\u4ed6\u53ef\u80fd\u53ea\u662f\u7b80\u5355\u5730\u8ba4\u4e3a\u9ec4\u8272\u7684\u90fd\u662f\u732b\uff0c\u8fd9\u4e2a\u89c4\u5f8b\u592a\u7b80\u5355\u4e86\uff0c\u65e0\u6cd5\u63cf\u8ff0\u590d\u6742\u7684\u4e16\u754c\u3002<\/li>\n\n\n\n<li><strong>\u539f\u56e0<\/strong>\uff1a\n<ul>\n<li>\u6a21\u578b\u592a\u7b80\u5355\uff1a\u7ed9\u4e86\u5b9d\u5b9d\u4e00\u4e2a\u8fc7\u4e8e\u7b80\u5355\u7684\u5927\u8111\uff08\u6bd4\u5982\u7ebf\u6027\u6a21\u578b\uff09\uff0c\u5b83\u6839\u672c\u6ca1\u6709\u8db3\u591f\u7684\u80fd\u529b\u53bb\u5b66\u4e60\u6570\u636e\u4e2d\u590d\u6742\u7684\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u89e3\u51b3\u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528\u66f4\u590d\u6742\u7684\u6a21\u578b\uff1a\u6362\u4e2a\u66f4\u806a\u660e\u7684\u5927\u8111\u3002<\/li>\n\n\n\n<li>\u589e\u52a0\u7279\u5f81\uff1a\u4e5f\u8bb8\u5361\u7247\u4e0a\u7684\u4fe1\u606f\u592a\u5c11\u4e86\uff0c\u6211\u4eec\u53ef\u4ee5\u589e\u52a0\u66f4\u591a\u6709\u7528\u7684\u4fe1\u606f\uff0c\u6bd4\u5982\u732b\u548c\u72d7\u7684\u53eb\u58f0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e2a\u597d\u7684\u6a21\u578b\uff0c\u662f\u5728\u8fc7\u62df\u5408\u548c\u6b20\u62df\u5408\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u5b8c\u7f8e\u7684\u5e73\u8861\u70b9\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u76d1\u7763\u5b66\u4e60\u7684\u5bb6\u65cf \u2014\u2014 \u4e0e\u53e6\u4e24\u4f4d\u5144\u5f1f\u7684\u533a\u522b \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u673a\u5668\u5b66\u4e60\u7684\u5927\u5bb6\u65cf\u91cc\uff0c\u76d1\u7763\u5b66\u4e60\u662f\u5927\u54e5\u3002\u4ed6\u8fd8\u6709\u4e24\u4e2a\u6027\u683c\u8fe5\u5f02\u7684\u5f1f\u5f1f\uff1a<strong>\u65e0\u76d1\u7763\u5b66\u4e60\uff08Unsupervised Learning\uff09<\/strong> \u548c<strong>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39 1. \u65e0\u76d1\u7763\u5b66\u4e60 \u2014\u2014 \u81ea\u7531\u63a2\u7d22\u7684\u63a2\u7d22\u5bb6<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u6bd4\u55bb<\/strong>\uff1a\u7236\u6bcd\u628a\u4e00\u5927\u5806\u6ca1\u6709\u6807\u7b7e\u7684\u5361\u7247\uff08\u53ea\u6709\u56fe\u7247\uff09\u6254\u7ed9\u5b9d\u5b9d\uff0c\u7136\u540e\u5c31\u8d70\u5f00\u4e86\u3002\u5b9d\u5b9d\u53ea\u80fd\u9760\u81ea\u5df1\u53bb\u89c2\u5bdf\u3001\u53bb\u53d1\u73b0\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7279\u70b9<\/strong>\uff1a\u6ca1\u6709\u6807\u7b7e\uff0c\u6ca1\u6709\u6807\u51c6\u7b54\u6848\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u65b9\u5f0f<\/strong>\uff1a\u6a21\u578b\u81ea\u5df1\u53bb\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u7ed3\u6784\u548c\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u5178\u578b\u4efb\u52a1<\/strong>\uff1a\n<ul>\n<li><strong>\u805a\u7c7b\uff08Clustering\uff09<\/strong>\uff1a\u5b9d\u5b9d\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0c\u6709\u4e9b\u5361\u7247\u4e0a\u7684\u52a8\u7269\u6bdb\u8338\u8338\u3001\u8033\u6735\u5c16\uff0c\u5c31\u628a\u5b83\u4eec\u5f52\u4e3a\u4e00\u7c7b\uff1b\u53e6\u4e00\u4e9b\u559c\u6b22\u4f38\u820c\u5934\uff0c\u5c31\u5f52\u4e3a\u53e6\u4e00\u7c7b\u3002\u4ed6\u4e0d\u77e5\u9053\u8fd9\u4e24\u7c7b\u53eb &#8220;\u732b&#8221; \u548c &#8220;\u72d7&#8221;\uff0c\u4f46\u4ed6\u77e5\u9053\u5b83\u4eec\u662f\u4e0d\u540c\u7684\u7fa4\u4f53\u3002<\/li>\n\n\n\n<li><strong>\u964d\u7ef4\uff08Dimensionality Reduction\uff09<\/strong>\uff1a\u4ece\u590d\u6742\u7684\u4fe1\u606f\u4e2d\u63d0\u53d6\u51fa\u6700\u91cd\u8981\u7684\u6838\u5fc3\u7279\u5f81\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 2. \u5f3a\u5316\u5b66\u4e60 \u2014\u2014 \u5728\u8bd5\u9519\u4e2d\u6210\u957f\u7684\u5192\u9669\u5bb6<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u6bd4\u55bb<\/strong>\uff1a\u7236\u6bcd\u4e0d\u7ed9\u5b9d\u5b9d\u5361\u7247\uff0c\u800c\u662f\u628a\u4ed6\u76f4\u63a5\u653e\u8fdb\u4e00\u4e2a\u771f\u5b9e\u7684\u623f\u95f4\u91cc\u3002\u623f\u95f4\u91cc\u6709\u73a9\u5177\uff0c\u4e5f\u6709\u5371\u9669\u7684\u70ed\u6c34\u58f6\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7279\u70b9<\/strong>\uff1a\u6ca1\u6709\u6807\u7b7e\uff0c\u4f46\u6709<strong>\u5956\u52b1\u548c\u60e9\u7f5a\uff08Reward &amp; Punishment\uff09<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u65b9\u5f0f<\/strong>\uff1a\u6a21\u578b\uff08\u667a\u80fd\u4f53 Agent\uff09\u901a\u8fc7\u4e0e<strong>\u73af\u5883\uff08Environment\uff09<\/strong>\u7684\u4e92\u52a8\u6765\u5b66\u4e60\u3002\n<ul>\n<li>\u5b9d\u5b9d\u505a\u51fa\u4e00\u4e2a\u52a8\u4f5c\uff08Action\uff09\uff0c\u6bd4\u5982\u4f38\u624b\u53bb\u6478\u73a9\u5177\u3002<\/li>\n\n\n\n<li>\u73af\u5883\u4f1a\u7ed9\u4ed6\u4e00\u4e2a\u5956\u52b1\uff08Reward\uff09\uff0c\u6bd4\u5982\u73a9\u5177\u5f88\u597d\u73a9\uff0c\u5b9d\u5b9d\u5f88\u5f00\u5fc3\u3002<\/li>\n\n\n\n<li>\u5b9d\u5b9d\u518d\u505a\u51fa\u4e00\u4e2a\u52a8\u4f5c\uff0c\u6bd4\u5982\u4f38\u624b\u53bb\u6478\u70ed\u6c34\u58f6\u3002<\/li>\n\n\n\n<li>\u73af\u5883\u7ed9\u4ed6\u4e00\u4e2a\u60e9\u7f5a\uff08Punishment\uff09\uff0c\u6bd4\u5982\u624b\u88ab\u70eb\u75db\u4e86\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u76ee\u6807<\/strong>\uff1a\u901a\u8fc7\u4e0d\u65ad\u7684\u8bd5\u9519\uff08Trial and Error\uff09\uff0c\u5b66\u4f1a\u4e00\u5957\u7b56\u7565\uff08Policy\uff09\uff0c\u4ee5\u6700\u5927\u5316\u81ea\u5df1\u80fd\u83b7\u5f97\u7684\u957f\u671f\u603b\u5956\u52b1\u3002<\/li>\n\n\n\n<li><strong>\u5178\u578b\u5e94\u7528<\/strong>\uff1a\u8bad\u7ec3 AlphaGo \u4e0b\u56f4\u68cb\u3001\u8bad\u7ec3\u673a\u5668\u4eba\u8d70\u8def\u3001\u6e38\u620f AI\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 3.\u4e09\u8005\u5173\u7cfb\u5c0f\u7ed3\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u76d1\u7763\u5b66\u4e60\uff1a\u6709\u660e\u786e\u7684\u8001\u5e08\u548c\u7b54\u6848\uff0c\u5b66\u4e60\u6548\u7387\u6700\u9ad8\uff0c\u5e94\u7528\u6700\u5e7f\u3002<\/li>\n\n\n\n<li>\u65e0\u76d1\u7763\u5b66\u4e60\uff1a\u53ea\u6709\u6570\u636e\uff0c\u6ca1\u6709\u7b54\u6848\uff0c\u9760\u81ea\u5df1\u609f\uff0c\u7528\u4e8e\u53d1\u73b0\u6570\u636e\u7684\u5185\u5728\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li>\u5f3a\u5316\u5b66\u4e60\uff1a\u6ca1\u6709\u7b54\u6848\uff0c\u4f46\u6709\u5956\u60e9\uff0c\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u8bd5\u9519\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u516d\u3001\u603b\u7ed3\u4e00\u4e0b\u5427\uff0c\u4eca\u5929\u6211\u4eec\u5403\u900f\u4e86\u4ec0\u4e48\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4eca\u5929\uff0c\u54b1\u4eec\u628a AI 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