{"id":18419,"date":"2021-06-18T23:10:08","date_gmt":"2021-06-18T15:10:08","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=18419"},"modified":"2021-06-28T12:11:41","modified_gmt":"2021-06-28T04:11:41","slug":"ai60%e5%95%8f-q31%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e6%9c%89%e5%93%aa%e4%ba%9b%e6%bc%94%e7%ae%97%e6%b3%95%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=18419","title":{"rendered":"\u3010AI60\u554f\u3011Q31\u6a5f\u5668\u5b78\u7fd2\u6709\u54ea\u4e9b\u6f14\u7b97\u6cd5\uff1f"},"content":{"rendered":"\n<p>\u6a5f\u5668\u5b78\u7fd2\uff0c\u5f9e\u4eba\u5de5\u667a\u6167\u8d77\u6e90\uff0c\u5b83\u8b93\u6a5f\u5668\u5be6\u73fe\u50b3\u7d71\u7a0b\u5f0f\u8a2d\u8a08\u7121\u6cd5\u505a\u5230\u7684\u80fd\u529b\uff0c\u5982\uff1a\u81ea\u52d5\u99d5\u99db\u3001\u4eba\u81c9\u8b58\u5225\u3001\u8a08\u7b97\u6a5f\u8996\u89ba\u3001\u8cc7\u6599\u63a2\u52d8\u7b49\u3002<\/p>\n\n\n\n<p>\u6a5f\u5668\u5b78\u7fd2\u7684\u6f14\u7b97\u6cd5\uff0c\u662f\u4e00\u6bb5\u7a0b\u5f0f\u78bc\uff0c\u53ef\u5e6b\u52a9\u4f7f\u7528\u8005\u63a2\u7d22\u3001\u5206\u6790\u3001\u5c0b\u627e\u8907\u96dc\u8cc7\u6599\u96c6\u4e2d\u7684\u610f\u7fa9\u3002\u6bcf\u7a2e\u6f14\u7b97\u6cd5\u90fd\u662f\u4e00\u7d44\u80fd\u660e\u78ba\u6307\u793a\uff0c\u8b93\u96fb\u8166\u4f9d\u7167\u6b65\u9a5f\u9054\u5230\u7279\u5b9a\u76ee\u6a19\u3002<\/p>\n\n\n\n<p>\u5728\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4e2d\uff0c\u4e3b\u8981\u76ee\u6a19\u662f\u8981\u5efa\u7acb\u6216\u63a2\u7d22\uff0c\u8b93\u4f7f\u7528\u8005\u9032\u884c\u9810\u6e2c\u6216\u5206\u985e\u8cc7\u8a0a\u7684\u6a21\u5f0f\u3002\u6f14\u7b97\u6cd5\u4f7f\u7528\u4ee5\u8a13\u7df4\u8cc7\u6599\u70ba\u57fa\u790e\u7684\u53c3\u6578\uff0c\u800c\u6240\u8b02\u7684\u8a13\u7df4\u8cc7\u6599\u662f\u4ee3\u8868\u8f03\u5927\u578b\u96c6\u5408\u7684\u8cc7\u6599\u3002\u96a8\u8457\u8a13\u7df4\u8cc7\u6599\u7684\u64f4\u5145\uff0c\u6f14\u7b97\u6cd5\u53ef\u7b97\u51fa\u66f4\u7cbe\u78ba\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u800c\u4e0d\u540c\u6f14\u7b97\u6cd5\u4e5f\u6703\u4f7f\u7528\u4e0d\u540c\u65b9\u5f0f\u4f86\u5206\u6790\u8cc7\u6599\uff0c\u901a\u5e38\u4f9d\u64da\u4f7f\u7528\u4f55\u7a2e\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4f86\u5206\u7d44\uff0c\u6709\u56db\u7a2e\u5b78\u7fd2\u65b9\u5f0f\uff1a\u76e3\u7763\u5f0f\u5b78\u7fd2\u3001\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u3001\u534a\u76e3\u7763\u5f0f\u5b78\u7fd2\u548c\u589e\u5f37\u5f0f\u5b78\u7fd2\u3002\u6700\u5e38\u4f7f\u7528\u7684\u6f14\u7b97\u6cd5\u5247\u4f7f\u7528\u8ff4\u6b78\u548c\u5206\u985e\u4f86\u9810\u6e2c\u76ee\u6a19\u985e\u5225\u3001\u627e\u51fa\u4e0d\u5c0b\u5e38\u7684\u8cc7\u6599\u9ede\u3001\u9810\u6e2c\u503c\uff0c\u4ee5\u53ca\u63a2\u7d22\u76f8\u4f3c\u4e4b\u8655\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u5c07\u5206\u70ba\u5169\u90e8\u5206\u9032\u884c\u4ecb\u7d39\uff0c\u4e00\u662f\u5b78\u7fd2\u65b9\u5f0f\u3001\u4e8c\u662f\u6f14\u7b97\u6cd5\u7684\u985e\u4f3c\u6027\u3002<\/p>\n\n\n\n<div 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href=\"https:\/\/blog.tibame.com\/?p=18419\/#%E4%BD%BF%E7%94%A8%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92%E6%BC%94%E7%AE%97%E6%B3%95%E9%81%94%E5%88%B0%E7%9A%84%E7%9B%AE%E6%A8%99\" >\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\u9054\u5230\u7684\u76ee\u6a19<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.tibame.com\/?p=18419\/#%E6%BC%94%E7%AE%97%E6%B3%95%E9%A1%9E%E4%BC%BC%E6%80%A7\" >\u6f14\u7b97\u6cd5\u985e\u4f3c\u6027<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AD%B8%E7%BF%92%E6%96%B9%E5%BC%8F\"><\/span><strong>\u5b78\u7fd2\u65b9\u5f0f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5c07\u6f14\u7b97\u6cd5\u6309\u7167\u5b78\u7fd2\u65b9\u5f0f\u5206\u985e\uff0c\u80fd\u8b93\u4eba\u5728\u5efa\u6a21\u548c\u6f14\u7b97\u6cd5\u9078\u64c7\u6642\uff0c\u8003\u616e\u8a72\u5982\u4f55\u8f38\u5165\u8cc7\u6599\uff0c\u9078\u64c7\u6700\u5408\u9069\u7684\u6f14\u7b97\u6cd5\uff0c\u7372\u5f97\u6700\u597d\u7684\u7d50\u679c\u3002\u6211\u5011\u5728<a href=\"https:\/\/blog.wiedu.tw\/?p=18569\">Q29<\/a>\u6709\u8ac7\u53ca\u9019\u56db\u7a2e\u5b78\u7fd2\u65b9\u5f0f\uff0c\u4ee5\u4e0b\u5c07\u91dd\u5c0d\u5b83\u5011\u9032\u884c\u66f4\u6df1\u5165\u7684\u8aaa\u660e\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1\u3001\u76e3\u7763\u5f0f\u5b78\u7fd2 Supervised Learning<strong>\uff08\u7d66\u6578\u64da\u3001\u7d66\u6a19\u7c64\uff09<\/strong><\/h4>\n\n\n\n<p>\u5728\u8a13\u7df4\u96fb\u8166\u7684\u904e\u7a0b\u4e2d\uff0c\u6709\u7d66\u6a19\u6e96\u7b54\u6848\uff0c\u985e\u4f3c\u65bc\u8a8d\u77e5\u611f\u77e5\u4e2d\u7684\u300c\u6982\u5ff5\u5b78\u7fd2\u300d\uff08concept learning\uff09\u3002<\/p>\n\n\n\n<p>\u5728\u76e3\u7763\u5b78\u7fd2\u4e2d\uff0c\u8f38\u5165\u8cc7\u6599\u88ab\u7a31\u70ba\u300c\u8a13\u7df4\u8cc7\u6599\u300d\uff0c\u6bcf\u7d44\u8a13\u7df4\u8cc7\u6599\u6709\u4e00\u500b\u660e\u78ba\u7684\u985e\u6a19\u3002\u5efa\u7acb\u9810\u6e2c\u6a21\u578b\u7684\u6642\u5019\uff0c\u76e3\u7763\u5b78\u7fd2\u5efa\u7acb\u4e00\u500b\u5b78\u7fd2\u904e\u7a0b\uff0c\u5c07\u9810\u6e2c\u7d50\u679c\u8207\u300c\u8a13\u7df4\u8cc7\u6599\u300d\u7684\u7d50\u679c\u76f8\u6bd4\uff0c\u4e0d\u65b7\u8abf\u6574\u9810\u6e2c\u6a21\u578b\uff0c\u76f4\u5230\u6a21\u578b\u7684\u9810\u6e2c\u7d50\u679c\u9054\u5230\u4e00\u500b\u9810\u671f\u7684\u6e96\u78ba\u7387\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u61c9\u7528\u5834\u666f\uff1a\u5206\u985e\u3001\u8ff4\u6b78\u5206\u6790<\/li><li>\u5e38\u898b\u6f14\u7b97\u6cd5\uff1a\u7dda\u6027\u56de\u6b78\u3001\u908f\u8f2f\u56de\u6b78\u3001\u795e\u7d93\u7db2\u8def\u3001SVMs<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"680\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-1024x680.png\" alt=\"\" class=\"wp-image-18420\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-1024x680.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-300x199.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-768x510.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-1920x1276.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-1170x778.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-585x389.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-1-263x175.png 263w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-1 \u76e3\u7763\u5f0f\u5b78\u7fd2<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">2\u3001\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2 Un-supervised learning<strong>\uff08\u7d66\u6578\u64da\uff0c\u6c92\u7d66\u6a19\u7c64\uff09<\/strong><\/h4>\n\n\n\n<p>\u6c92\u6709\u7d66\u96fb\u8166\u6a19\u6e96\u7b54\u6848\uff0c\u53ea\u63d0\u4f9b\u7bc4\u4f8b\uff0c\u8b93\u5b83\u81ea\u5df1\u5728\u7bc4\u4f8b\u4e2d\u627e\u5230\u6f5b\u5728\u898f\u5247\u3002<\/p>\n\n\n\n<p>\u5728\u975e\u76e3\u7763\u5b78\u7fd2\u4e2d\uff0c\u8cc7\u6599\u6c92\u6709\u88ab\u7279\u5225\u6a19\u7c64\uff0c\u5b78\u7fd2\u6a21\u578b\u662f\u70ba\u4e86\u63a8\u65b7\u51fa\u8cc7\u6599\u7684\u5167\u5728\u7d50\u69cb\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u61c9\u7528\u5834\u666f\uff1a\u95dc\u806f\u898f\u5247\u7684\u5b78\u7fd2\u3001\u96c6\u7fa4\u3002<\/li><li>\u5e38\u898b\u6f14\u7b97\u6cd5\uff1aK-means\u3001\u53e2\u96c6\u5206\u6790 Clustering\u3001Principal Component Analysis\u3001Anomaly Detection<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-1024x341.png\" alt=\"\" class=\"wp-image-18421\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-2-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-2 \u975e\u76e3\u7763\u5f0f\u5b78\u7fd2<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"> 3\u3001\u534a\u76e3\u7763\u5f0f\u5b78\u7fd2 Semi-supervised learning<\/h4>\n\n\n\n<p>\u4ecb\u65bc\u76e3\u7763\u5b78\u7fd2\u8207\u975e\u76e3\u7763\u5b78\u7fd2\u4e4b\u9593\uff0c\u6703\u5148\u5c07\u6709\u6a19\u7c64\u8cc7\u6599\u3001\u7121\u6a19\u7c64\u8cc7\u6599\uff0c\u756b\u51fa\u5206\u754c\u7dda\uff0c\u518d\u5c07\u7121\u6a19\u7c64\u8cc7\u6599\u4f9d\u64da\u6574\u9ad4\u5206\u4f48\uff0c\u8abf\u6574\u51fa\u5169\u5927\u985e\u7684\u65b0\u5206\u754c\u3002<\/p>\n\n\n\n<p>\u5c11\u90e8\u5206\u8cc7\u6599\u6709\u6a19\u6e96\u7b54\u6848\uff0c\u53ef\u63d0\u4f9b\u6a5f\u5668\u5b78\u7fd2\u8f38\u51fa\u6642\uff0c\u5224\u65b7\u8aa4\u5dee\u4f7f\u7528\u3002\u4f46\u591a\u6578\u8cc7\u6599\u4ecd\u6c92\u6709\u6a19\u6e96\u7b54\u6848\uff0c\u6a5f\u5668\u5fc5\u9808\u81ea\u5df1\u5c0b\u627e\u7b54\u6848\u3002\u4f46\u6b64\u65b9\u6cd5\u9810\u6e2c\u6642\u6bd4\u8f03\u7cbe\u6e96\uff0c\u76ee\u524d\u6700\u5e38\u88ab\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u5b78\u7fd2\u65b9\u5f0f\u4e0b\uff0c\u8f38\u5165\u8cc7\u6599\u90e8\u5206\u88ab\u6a19\u7c64\uff0c\u90e8\u5206\u6c92\u6709\u3002\u9019\u7a2e\u5b78\u7fd2\u6a21\u578b\u7528\u4f86\u9032\u884c\u9810\u6e2c\uff0c\u4f46\u6a21\u578b\u9700\u8981\u5148\u5b78\u7fd2\u8cc7\u6599\u7684\u5167\u5728\u7d50\u69cb\uff0c\u624d\u80fd\u8b93\u7d44\u7e54\u8cc7\u6599\u5408\u7406\u5730\u9032\u884c\u9810\u6e2c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u61c9\u7528\u5834\u666f\uff1a\u5206\u985e\u3001\u8ff4\u6b78<\/li><li>\u6f14\u7b97\u6cd5\uff1a\u5716\u8ad6\u63a8\u7406\u6f14\u7b97\u6cd5 Graph Inference \u3001\u62c9\u666e\u62c9\u65af\u652f\u63f4\u5411\u91cf\u6a5f Laplacian SVM. <\/li><\/ul>\n\n\n\n<pre class=\"wp-block-verse\">*\u8a3b\uff1a\u4e00\u4e9b\u5c0d\u5e38\u7528\u76e3\u7763\u5f0f\u5b78\u7fd2\u6f14\u7b97\u6cd5\u7684\u5ef6\u4f38\uff0c\u9019\u4e9b\u6f14\u7b97\u6cd5\u9996\u5148\u8a66\u5716\u5c0d\u672a\u6a19\u8b58\u8cc7\u6599\u9032\u884c\u5efa\u6a21\uff0c\u5728\u6b64\u57fa\u790e\u4e0a\u518d\u5c0d\u6a19\u7c64\u7684\u8cc7\u6599\u9032\u884c\u9810\u6e2c\u3002<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-1024x341.png\" alt=\"\" class=\"wp-image-18422\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-3-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-3 \u534a\u76e3\u7763\u5f0f\u5b78\u7fd2<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">4\u3001\u589e\u5f37\u5f0f\u5b78\u7fd2 Reinforcement learning<strong>\uff08\u900f\u904e\u74b0\u5883\u548c\u7d93\u9a57\u4fee\u6b63\uff09<\/strong><\/h4>\n\n\n\n<p>\u5728\u589e\u5f37\u5b78\u7fd2\u4e2d\uff0c\u8f38\u5165\u8cc7\u6599\u4f5c\u70ba\u5c0d\u6a21\u578b\u7684\u53cd\u994b\uff0c\u4e0d\u50cf\u76e3\u7763\u6a21\u578b\u90a3\u6a23\uff0c\u8f38\u5165\u8cc7\u6599\u53ea\u662f\u4f5c\u70ba\u4e00\u500b\u6aa2\u67e5\u6a21\u578b\u5c0d\u932f\u7684\u65b9\u5f0f\u3002\u5728\u589e\u5f37\u5b78\u7fd2\u4e2d\uff0c\u8f38\u5165\u8cc7\u6599\u76f4\u63a5\u53cd\u994b\u5230\u6a21\u578b\uff0c\u6a21\u578b\u5fc5\u9808\u5c0d\u6b64\u7acb\u523b\u4f5c\u51fa\u8abf\u6574\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u61c9\u7528\u5834\u666f\uff1a\u52d5\u614b\u7cfb\u7d71\u3001\u6a5f\u5668\u4eba\u63a7\u5236<\/li><li>\u5e38\u898b\u6f14\u7b97\u6cd5\uff1aQ-Learning\u3001\u6642\u9593\u5dee\u5b78\u7fd2 Temporal difference learning<\/li><\/ul>\n\n\n\n<p>\u5728\u4f01\u696d\u8cc7\u6599\u61c9\u7528\u7684\u5834\u666f\u4e0b\uff0c \u4eba\u5011\u6700\u5e38\u7528\u7684\u53ef\u80fd\u5c31\u662f\u76e3\u7763\u5f0f\u5b78\u7fd2\u548c\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u7684\u6a21\u578b\u3002 \u5728\u5f71\u50cf\u8b58\u5225\u7b49\u9818\u57df\uff0c\u7531\u65bc\u5b58\u5728\u5927\u91cf\u7684\u975e\u6a19\u7c64\u7684\u8cc7\u6599\u548c\u5c11\u91cf\u7684\u53ef\u6a19\u7c64\u8cc7\u6599\uff0c \u76ee\u524d\u534a\u76e3\u7763\u5f0f\u5b78\u7fd2\u662f\u71b1\u9580\u8a71\u984c\uff0c\u800c\u5f37\u5316\u5b78\u7fd2\u66f4\u591a\u61c9\u7528\u5728\u6a5f\u5668\u4eba\u63a7\u5236\u53ca\u5176\u4ed6\u9700\u8981\u9032\u884c\u7cfb\u7d71\u63a7\u5236\u7684\u9818\u57df\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-1024x341.png\" alt=\"\" class=\"wp-image-18423\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-4-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-4 \u5f37\u5316\u5f0f\u5b78\u7fd2<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92%E6%BC%94%E7%AE%97%E6%B3%95%E9%81%94%E5%88%B0%E7%9A%84%E7%9B%AE%E6%A8%99\"><\/span>\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\u9054\u5230\u7684\u76ee\u6a19<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u53ef\u5354\u52a9\u56de\u7b54\u904e\u65bc\u8907\u96dc\u800c\u7121\u6cd5\u900f\u904e\u624b\u52d5\u5206\u6790\u4f86\u56de\u7b54\u7684\u554f\u984c\u3002\u96d6\u7136\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\u6709\u4e0d\u540c\u985e\u578b\uff0c\u4f46\u662f\u4f7f\u7528\u6848\u4f8b\u901a\u5e38\u662f\u4ee5\u4e0b\u9019\u5e7e\u7a2e\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1\u3001\u9810\u6e2c\u76ee\u6a19\u5206\u985e<\/h4>\n\n\n\n<p>(1) \u4e8c\u5143\u5206\u985e\u6f14\u7b97\u6cd5<\/p>\n\n\n\n<p>\u5c07\u8cc7\u6599\u5206\u70ba\u5169\u500b\u985e\u5225\uff0c\u9019\u4e9b\u6f14\u7b97\u6cd5\u9069\u7528\u65bc\u53ea\u6709\u5169\u500b\u5f7c\u6b64\u4e92\u65a5\u7b54\u6848\u7684\u554f\u984c\uff0c\u5305\u62ec\u300c\u662f\/\u5426\u300d\u554f\u984c\u3002<\/p>\n\n\n\n<p>\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9019\u500b\u8f2a\u80ce\u6703\u5728\u63a5\u4e0b\u4f86\u7684 1,000 \u82f1\u54e9\u767c\u751f\u6545\u969c\u55ce\uff1a\u662f\u6216\u5426\uff1f<\/li><li>\u54ea\u500b\u80fd\u5438\u5f15\u66f4\u591a\u7684\u63a8\u85a6\u6b21\uff1a1000\u5143\u53f0\u5e63\u621685\u6298\uff1f<\/li><\/ul>\n\n\n\n<p>(2) \u591a\u5143\u5206\u985e\u6f14\u7b97\u6cd5<\/p>\n\n\n\n<p>\u5c07\u8cc7\u6599\u5206\u70ba\u4e09\u500b\u6216\u66f4\u591a\u985e\u5225\uff0c\u9019\u4e9b\u6f14\u7b97\u6cd5\u9069\u7528\u65bc\u6709\u4e92\u65a5\u7684\u4e09\u500b\u6216\u66f4\u591a\u53ef\u80fd\u89e3\u7b54\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p>\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5927\u90e8\u5206\u7684\u65c5\u5ba2\u6703\u5728\u54ea\u4e00\u500b\u6708\u8cfc\u8cb7\u822a\u7a7a\u516c\u53f8\u6a5f\u7968\uff1f<\/li><li>\u9019\u5f35\u76f8\u7247\u4e2d\u7684\u4eba\u6709\u4ec0\u9ebc\u8868\u60c5\uff1f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">2\u3001\u627e\u51fa\u4e0d\u5c0b\u5e38\u7684\u8cc7\u6599\u9ede<\/h4>\n\n\n\n<p><strong>\u7570\u5e38\u5075\u6e2c\u6f14\u7b97\u6cd5<\/strong>\u80fd\u8b58\u5225\u51fa\u5b9a\u7fa9\u70ba\u300c\u6b63\u5e38\u300d\u53c3\u6578\u4ee5\u5916\u7684\u8cc7\u6599\u9ede\u3002 <\/p>\n\n\n\n<p>\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528\u7570\u5e38\u5075\u6e2c\u6f14\u7b97\u6cd5\u4f86\u56de\u7b54\u5982\u4e0b\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6b64\u6279\u6b21\u4e2d\u54ea\u4e9b\u90e8\u5206\u6709\u7f3a\u9677\uff1f<\/li><li>\u54ea\u4e9b\u4fe1\u7528\u5361\u4ea4\u6613\u53ef\u80fd\u662f\u8a50\u9a19\uff1f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">3\u3001\u9810\u6e2c\u50f9\u503c<\/h4>\n\n\n\n<p><strong>\u8ff4\u6b78\u6f14\u7b97\u6cd5<\/strong>\u53ef\u6839\u64da\u6b77\u7a0b\u8a18\u9304\u8cc7\u6599\uff0c\u4f86\u9810\u6e2c\u65b0\u8cc7\u6599\u9ede\u7684\u503c\u3002\u9019\u4e9b\u6f14\u7b97\u6cd5\u53ef\u5354\u52a9\u60a8\u56de\u7b54\u5982\u4e0b\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5728\u6211\u5c45\u4f4f\u7684\u57ce\u5e02\uff0c\u666e\u901a\u5169\u9593\u81e5\u5ba4\u7684\u4f4f\u5bb6\uff0c\u660e\u5e74\u7684\u50f9\u683c\u6703\u662f\u591a\u5c11\uff1f<\/li><li>\u6709\u591a\u5c11\u75c5\u60a3\u6703\u5728\u661f\u671f\u4e8c\u9032\u5165\u8a3a\u6240\uff1f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">4\u3001\u67e5\u770b\u503c\u5728\u4e00\u6bb5\u6642\u9593\u5167\u7684\u8b8a\u5316<\/h4>\n\n\n\n<p><strong>\u6642\u9593\u5e8f\u5217\u6f14\u7b97\u6cd5<\/strong>\u986f\u793a\u6307\u5b9a\u503c\u5728\u4e00\u6bb5\u6642\u9593\u5167\u7684\u8b8a\u5316\u3002<\/p>\n\n\n\n<p>\u6709\u4e86\u6642\u9593\u5e8f\u5217\u5206\u6790\u548c\u6642\u9593\u5e8f\u5217\u9810\u6e2c\uff0c\u53ef\u4ee5\u5728\u4e00\u6bb5\u6642\u9593\u5167\u5b9a\u671f\u6536\u96c6\u8cc7\u6599\uff0c\u7528\u9019\u4e9b\u8cc7\u6599\u4f86\u9810\u6e2c\u4e26\u8b58\u5225\u8da8\u52e2\u3001\u5b63\u7bc0\u6027\u3001\u9031\u671f\u6027\u548c\u4e0d\u898f\u5247\u6027\u3002<\/p>\n\n\n\n<p>\u6642\u9593\u5e8f\u5217\u6f14\u7b97\u6cd5\u53ef\u7528\u65bc\u56de\u7b54\u4ee5\u4e0b\u9019\u985e\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7279\u5b9a\u80a1\u7968\u7684\u80a1\u50f9\uff0c\u5728\u660e\u5e74\u53ef\u80fd\u6703\u6f32\u6216\u8dcc\uff1f<\/li><li>\u660e\u5e74\u652f\u51fa\u8cbb\u7528\u7684\u60c5\u5f62\u70ba\u4f55\uff1f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">5\u3001\u63a2\u7d22\u76f8\u4f3c\u8655<\/h4>\n\n\n\n<p><strong>\u53e2\u96c6\u6f14\u7b97\u6cd5<\/strong>\u53ef\u5224\u65b7\u8cc7\u6599\u9ede\u4e4b\u9593\u7684\u76f8\u4f3c\u6027\u7b49\u7d1a\uff0c\u5c07\u8cc7\u6599\u5206\u70ba\u591a\u500b\u7fa4\u7d44\u3002\u53e2\u96c6\u6f14\u7b97\u6cd5\u9069\u7528\u65bc\u56de\u7b54\u4e0b\u5217\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u54ea\u4e9b\u89c0\u773e\u559c\u6b61\u540c\u4e00\u7a2e\u985e\u578b\u7684\u96fb\u5f71\uff1f<\/li><li>\u54ea\u4e9b\u5370\u8868\u6a5f\u578b\u865f\u6545\u969c\u7684\u60c5\u6cc1\u76f8\u540c\uff1f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">6\u3001\u5206\u985e<\/h4>\n\n\n\n<p><strong>\u5206\u985e\u6f14\u7b97\u6cd5<\/strong>\u4f7f\u7528\u9810\u6e2c\u8a08\u7b97\uff0c\u5c07\u8cc7\u6599\u6307\u6d3e\u7d66\u9810\u8a2d\u7684\u5206\u985e\u3002<\/p>\n\n\n\n<p>\u5206\u985e\u6f14\u7b97\u6cd5\u900f\u904e\u8f38\u5165\u8cc7\u6599\u9032\u884c\u8a13\u7df4\uff0c\u4e26\u53ef\u7528\u65bc\u56de\u7b54\u4ee5\u4e0b\u9019\u985e\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9019\u5c01\u96fb\u5b50\u90f5\u4ef6\u662f\u5783\u573e\u90f5\u4ef6\u55ce\uff1f<\/li><li>\u7279\u5b9a\u6587\u5b57\u5c6c\u65bc\u4f55\u7a2e\u60c5\u611f (\u6b63\u9762\u3001\u8ca0\u9762\u6216\u4e2d\u6027)\uff1f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%BC%94%E7%AE%97%E6%B3%95%E9%A1%9E%E4%BC%BC%E6%80%A7\"><\/span><strong>\u6f14\u7b97\u6cd5\u985e\u4f3c\u6027<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">1\u3001<strong>\u8ff4\u6b78\u6f14\u7b97\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u7dda\u6027\u8ff4\u6b78\u6f14\u7b97\u6cd5\uff0c\u662f\u8a66\u5716\u63a1\u7528\u5c0d\u8aa4\u5dee\u7684\u8861\u91cf\u4f86\u63a2\u7d22\u8b8a\u6578\u9593\u7684\u95dc\u4fc2\u7684\u4e00\u985e\u6f14\u7b97\u6cd5\uff0c\u8a72\u7dda\u689d\u901a\u5e38\u6703\u4ee5\u5e73\u65b9\u8aa4\u5dee\u6210\u672c\u51fd\u5f0f\u4f86\u8a08\u7b97\u3002\u7dda\u6027\u8ff4\u6b78\u662f\u6700\u71b1\u9580\u7684\u8ff4\u6b78\u5206\u6790\u985e\u578b\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u5728\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\uff0c\u4eba\u5011\u8aaa\u8d77\u8ff4\u6b78\uff0c\u6709\u6642\u5019\u6307\u4e00\u985e\u554f\u984c\uff0c\u6709\u6642\u5019\u6307\u4e00\u985e\u6f14\u7b97\u6cd5\uff0c\u5e38\u5e38\u6703\u4f7f\u521d\u5b78\u8005\u6709\u6240\u56f0\u60d1\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u8ff4\u6b78\u6f14\u7b97\u6cd5\uff1a\u6700\u5c0f\u4e8c\u4e58\u6cd5 Ordinary Least Square\u3001\u908f\u8f2f\u8ff4\u6b78 Logistic Regression\u3001\u9010\u6b65\u5f0f\u8ff4\u6b78 Stepwise Regression\u3001\u591a\u5143\u81ea\u9069\u61c9\u8ff4\u6b78\u6a23\u689d Multivariate Adaptive Regression Splines\u3001\u672c\u5730\u6563\u9ede\u5e73\u6ed1\u4f30\u8a08Locally Estimated Scatterplot Smoothing<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-1024x341.png\" alt=\"\" class=\"wp-image-18424\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-5-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-5 \u8ff4\u6b78\u6f14\u7b97\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">2\u3001<strong>\u57fa\u65bc\u6838\u7684\u6f14\u7b97\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u57fa\u65bc\u6838\u7684\u6f14\u7b97\u6cd5\u4e2d\u6700\u8457\u540d\u7684\u662f\u652f\u63f4\u5411\u91cf\u6a5f\uff08SVM\uff09\u3002 \u57fa\u65bc\u6838\u7684\u6f14\u7b97\u6cd5\u628a\u8f38\u5165\u8cc7\u6599\u5c0d\u61c9\u5230\u9ad8\u968e\u7684\u5411\u91cf\u7a7a\u9593\uff0c \u5728\u9ad8\u968e\u5411\u91cf\u7a7a\u9593\u88e1\uff0c\u6709\u4e9b\u5206\u985e\u6216\u56de\u6b78\u554f\u984c\u80fd\u5920\u66f4\u5bb9\u6613\u89e3\u6c7a\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u57fa\u65bc\u6838\u7684\u6f14\u7b97\u6cd5\uff1a\u652f\u63f4\u5411\u91cf\u6a5f Support Vector Machine\uff0cSVM\u3001\u5f91\u5411\u57fa\u51fd\u5f0f Radial Basis Function\uff0cRBF\u3001\u7dda\u6027\u5224\u5225\u5206\u6790 Linear Discriminate Analysis \uff0cLDA<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"342\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-1024x342.png\" alt=\"\" class=\"wp-image-18426\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-1024x342.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-1920x641.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-1170x391.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-6-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-6 \u57fa\u65bc\u6838\u7684\u6f14\u7b97\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<p>SVM\u5177\u9ad8\u6e96\u78ba\u5ea6\uff0c\u70ba\u907f\u514d\u904e\u64ec\u5408\u63d0\u4f9b\u5f88\u597d\u7684\u7406\u8ad6\u4fdd\u8b49\uff0c\u800c\u4e14\u5c31\u7b97\u8cc7\u6599\u5728\u539f\u7279\u5fb5\u7a7a\u9593\u7dda\u6027\u4e0d\u53ef\u5206\uff0c\u53ea\u8981\u7d66\u5408\u9069\u7684\u6838\u51fd\u5f0f\uff0c\u5c31\u80fd\u57f7\u884c\u5f97\u5f88\u597d\u3002\u53ef\u60dc\u8a18\u61b6\u9ad4\u6d88\u8017\u5927\uff0c\u96e3\u4ee5\u89e3\u91cb\uff0c\u800c\u96a8\u6a5f\u68ee\u6797\u537b\u525b\u597d\u907f\u958b\u9019\u4e9b\u7f3a\u9ede\uff0c\u6bd4\u8f03\u5be6\u7528\u3002<\/p>\n\n\n\n<p><strong>\u512a\u9ede<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u89e3\u6c7a\u9ad8\u7dad\u554f\u984c\uff0c\u5373\u5927\u578b\u7279\u5fb5\u7a7a\u9593<\/li><li>\u80fd\u8655\u7406\u975e\u7dda\u6027\u7279\u5fb5\u7684\u76f8\u4e92\u4f5c\u7528<\/li><li>\u7121\u9700\u4f9d\u8cf4\u6574\u500b\u8cc7\u6599<\/li><li>\u53ef\u4ee5\u63d0\u9ad8\u6cdb\u5316\u80fd\u529b<\/li><\/ul>\n\n\n\n<p><strong>\u7f3a\u9ede<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7576\u89c0\u6e2c\u6a23\u672c\u5f88\u591a\u6642\uff0c\u6548\u7387\u4e0d\u662f\u5f88\u9ad8<\/li><li>\u5c0d\u975e\u7dda\u6027\u554f\u984c\u6c92\u6709\u901a\u7528\u89e3\u6c7a\u65b9\u6848\uff0c\u6709\u6642\u5f88\u96e3\u627e\u5230\u5408\u9069\u7684\u6838\u51fd\u5f0f<\/li><li>\u5c0d\u7f3a\u5931\u8cc7\u6599\u654f\u611f<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">3\u3001<strong>\u96c6\u7fa4\u6f14\u7b97\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u96c6\u7fa4\uff0c\u5c31\u50cf\u8ff4\u6b78\u4e00\u6a23\uff0c\u6709\u6642\u5019\u4eba\u5011\u63cf\u8ff0\u7684\u662f\u4e00\u985e\u554f\u984c\uff0c\u6709\u6642\u5019\u63cf\u8ff0\u7684\u662f\u4e00\u985e\u6f14\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>\u96c6\u7fa4\u6f14\u7b97\u6cd5\u901a\u5e38\u6309\u7167\u4e2d\u5fc3\u9ede\u6216\u8005\u5206\u5c64\u7684\u65b9\u5f0f\u5c0d\u8f38\u5165\u8cc7\u6599\u9032\u884c\u6b78\u4f75\u3002\u6240\u4ee5\u96c6\u7fa4\u6f14\u7b97\u6cd5\u90fd\u8a66\u5716\u627e\u5230\u8cc7\u6599\u7684\u5167\u5728\u7d50\u69cb\uff0c\u4ee5\u4fbf\u6309\u7167\u6700\u5927\u7684\u5171\u540c\u9ede\u5c07\u8cc7\u6599\u9032\u884c\u6b78\u985e\u3002<\/p>\n\n\n\n<p>\u5e38\u898b\u7684\u96c6\u7fa4\u6f14\u7b97\u6cd5\uff1a <a href=\"https:\/\/blog.wiedu.tw\/?p=18532\">k-Means\u6f14\u7b97\u6cd5<\/a>\u3001\u671f\u671b\u6700\u5927\u5316\u6f14\u7b97\u6cd5 Expectation Maximization\uff0cEM<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-1024x341.png\" alt=\"\" class=\"wp-image-18427\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-7-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-7 \u96c6\u7fa4\u6f14\u7b97\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">4\u3001<strong>\u964d\u7dad\u6f14\u7b97\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u50cf\u96c6\u7fa4\u6f14\u7b97\u6cd5\u4e00\u6a23\uff0c\u964d\u4f4e\u7dad\u5ea6\u6f14\u7b97\u6cd5\u8a66\u5716\u5206\u6790\u8cc7\u6599\u7684\u5167\u5728\u7d50\u69cb\uff0c\u4e0d\u904e\u964d\u4f4e\u7dad\u5ea6\u6f14\u7b97\u6cd5\u662f\u4ee5\u975e\u76e3\u7763\u5b78\u7fd2\u7684\u65b9\u5f0f\u8a66\u5716\u5229\u7528\u8f03\u5c11\u7684\u8cc7\u8a0a\u4f86\u6b78\u7d0d\u6216\u8005\u89e3\u91cb\u8cc7\u6599\u3002<\/p>\n\n\n\n<p>\u9019\u985e\u6f14\u7b97\u6cd5\u53ef\u4ee5\u7528\u65bc\u9ad8\u7dad\u8cc7\u6599\u7684\u8996\u89ba\u5316\u6216\u8005\u7528\u4f86\u7c21\u5316\u8cc7\u6599\u4ee5\u4fbf\u76e3\u7763\u5f0f\u5b78\u7fd2\u4f7f\u7528\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff1a\u4e3b\u6210\u4efd\u5206\u6790 Principle Component Analysis\uff0c PCA\u3001\u504f\u6700\u5c0f\u4e8c\u4e58\u8ff4\u6b78 Partial Least Square Regression\uff0cPLS<\/li><\/ul>\n\n\n\n<p> <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-1024x341.png\" alt=\"\" class=\"wp-image-18428\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-8-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-8 \u964d\u7dad\u6f14\u7b97\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">5\u3001<strong><a href=\"https:\/\/blog.wiedu.tw\/?p=17914\">\u95dc\u806f\u898f\u5247\u5b78\u7fd2<\/a><\/strong><\/h4>\n\n\n\n<p>\u95dc\u806f\u898f\u5247\u5b78\u7fd2\u901a\u904e\u5c0b\u627e\u6700\u80fd\u5920\u89e3\u91cb\u8cc7\u6599\u8b8a\u6578\u4e4b\u9593\u95dc\u4fc2\u7684\u898f\u5247\uff0c\u4f86\u627e\u51fa\u5927\u91cf\u591a\u5f8c\u8a2d\u8cc7\u6599\u96c6\u4e2d\u6709\u7528\u7684\u95dc\u806f\u898f\u5247\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff1aApriori\u6f14\u7b97\u6cd5\u3001Eclat\u6f14\u7b97\u6cd5<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">6\u3001<strong>\u6574\u5408\u5b78\u7fd2\u6f14\u7b97\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u6574\u5408\u6f14\u7b97\u6cd5\u7528\u4e00\u4e9b\u76f8\u5c0d\u8f03\u5f31\u7684\u5b78\u7fd2\u6a21\u578b\u7368\u7acb\u5c31\u76f8\u540c\u7684\u6a23\u672c\u9032\u884c\u8a13\u7df4\uff0c\u518d\u628a\u7d50\u679c\u6574\u5408\u9032\u884c\u6574\u9ad4\u9810\u6e2c\u3002<\/p>\n\n\n\n<p>\u6574\u5408\u6f14\u7b97\u6cd5\u7684\u4e3b\u8981\u56f0\u96e3\u5728\u65bc\u7a76\u7adf\u6574\u5408\u54ea\u4e9b\u7368\u7acb\u7684\u8f03\u5f31\u7684\u5b78\u7fd2\u6a21\u578b\u53ca\u5982\u4f55\u628a\u5b78\u7fd2\u7d50\u679c\u6574\u5408\u8d77\u4f86\uff0c\u9019\u662f\u975e\u5e38\u5f37\u5927\u4e14\u71b1\u9580\u7684\u6f14\u7b97\u6cd5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff1aBoosting\u3001Bootstrapped Aggregation\uff08Bagging\uff09\u3001 AdaBoost\u3001\u96a8\u6a5f\u68ee\u6797 Random Forest\uff08\u7af6\u8cfd\u4e2d\u591a\u7528\u5230\u8a72\u985e\u6f14\u7b97\u6cd5\uff0c\u6548\u679c\u8f03\u597d\uff09 <\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"617\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-1024x617.png\" alt=\"\" class=\"wp-image-18429\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-1024x617.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-300x181.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-768x463.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-1920x1157.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-1170x705.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-9-585x352.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-9 \u6574\u5408\u5b78\u7fd2\u6f14\u7b97\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">7\u3001<strong>\u57fa\u65bc\u4f8b\u9805\u7684\u6f14\u7b97\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u57fa\u65bc\u4f8b\u9805\u7684\u6f14\u7b97\u6cd5\u5e38\u7528\u4f86\u5c0d\u6c7a\u7b56\u554f\u984c\u5efa\u7acb\u6a21\u578b\uff0c\u6a21\u578b\u5148\u9078\u53d6\u4e00\u6279\u6a23\u672c\u8cc7\u6599\uff0c\u518d\u6839\u64da\u67d0\u4e9b\u76f8\u4f3c\u6027\u628a\u65b0\u8cc7\u6599\u8207\u6a23\u672c\u8cc7\u6599\u76f8\u6bd4\uff0c\u4ee5\u9019\u7a2e\u65b9\u5f0f\u4f86\u5c0b\u627e\u6700\u4f73\u914d\u5c0d\u3002\u56e0\u6b64\uff0c\u57fa\u65bc\u4f8b\u9805\u7684\u6f14\u7b97\u6cd5\u5e38\u5e38\u88ab\u7a31\u70ba\u300c\u901a\u5403\u300d\u5b78\u7fd2\u6216\u8005\u300c\u57fa\u65bc\u8a18\u61b6\u7684\u5b78\u7fd2\u300d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff1a k-Nearest Neighbor\uff08KNN\uff09\u3001\u5b78\u7fd2\u5411\u91cf\u91cf\u5316\uff08Learning Vector Quantization\uff0c LVQ\uff09\u3001\u81ea\u7d44\u7e54\u5c0d\u6620\u6f14\u7b97\u6cd5\uff08Self-Organizing Map \uff0c SOM\uff09 <\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-1024x341.png\" alt=\"\" class=\"wp-image-18430\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-1024x341.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-1920x640.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-1170x390.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-10-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-10 \u57fa\u65bc\u4f8b\u9805\u7684\u6f14\u7b97\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">8\u3001<strong><a href=\"https:\/\/blog.wiedu.tw\/?p=17923\">\u6c7a\u7b56\u6a39\u5b78\u7fd2<\/a><\/strong><\/h4>\n\n\n\n<p>\u6c7a\u7b56\u6a39\u6f14\u7b97\u6cd5\u4f9d\u8cc7\u6599\u5c6c\u6027\u63a1\u7528\u6a39\u72c0\u7d50\u69cb\u5efa\u7acb\u6c7a\u7b56\u6a21\u578b\uff0c \u6c7a\u7b56\u6a39\u6a21\u578b\u7528\u4f86\u89e3\u6c7a\u5206\u985e\u548c\u8ff4\u6b78\u554f\u984c\u3002<\/p>\n\n\n\n<p>\u5229\u7528\u4e0d\u540c\u6578\u64da\u7279\u6027\u7684\u503c\u5206\u6210\u4e0d\u540c\u7684\u5206\u652f\uff0c\u50cf\u4e00\u68f5\u6a39\u4e0a\u7684\u6a39\u679d\u4e00\u822c\u3002 <\/p>\n\n\n\n<p>\u5982\uff1a\u9280\u884c\u5728\u6c7a\u5b9a\u662f\u5426\u8981\u8cb8\u6b3e\u7d66\u67d0\u5ba2\u6236\u6642\uff0c\u6703\u900f\u904e\u4e00\u7cfb\u5217\u7684\u554f\u984c\u4ee5\u5224\u65b7\u6700\u7d42\u6c7a\u7b56\u3002<\/p>\n\n\n\n<p>\u6c7a\u7b56\u6a39\u5229\u7528\u540c\u6a23\u7684\u67b6\u69cb\uff0c\u4e0d\u65b7\u5730\u62c6\u5206\u6578\u64da\u7684\u7279\u6027\uff08\u905e\u8ff4\u5340\u5206\uff09\uff0c\u76f4\u5230\u6301\u7e8c\u5206\u51fa\u5206\u679d\u5c07\u4e0d\u6703\u63d0\u4f9b\u4efb\u4f55\u50f9\u503c\u70ba\u6b62\u3002\u6b64\u7a2e\u7279\u6027\u4e5f\u8b93\u6c7a\u7b56\u6a39\u5728\u9762\u5c0d\u9ad8\u7dad\u6578\u64da\u6642\uff0c\u4f9d\u7136\u6709\u53ef\u89c0\u7684\u6b63\u78ba\u7387\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff1a\u5206\u985e\u53ca\u8ff4\u6b78\u6a39\uff08Classification And Regression Tree\uff0c CART\uff09\u3001 ID3 (Iterative Dichotomiser 3)\u3001C4.5\u3001\u96a8\u6a5f\u68ee\u6797\uff08Random Forest\uff09<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">9\u3001<strong>\u8c9d\u8449\u65af\u65b9\u6cd5<\/strong><\/h4>\n\n\n\n<p>\u8c9d\u8449\u65af\u65b9\u6cd5\u6f14\u7b97\u6cd5\u662f\u57fa\u65bc\u8c9d\u8449\u65af\u5b9a\u7406\u7684\u4e00\u985e\u6f14\u7b97\u6cd5\uff0c\u4e3b\u8981\u7528\u4f86\u89e3\u6c7a\u5206\u985e\u548c\u8ff4\u6b78\u554f\u984c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff1a\u6a38\u7d20\u8c9d\u8449\u65af\u6f14\u7b97\u6cd5\uff0cBayesian Belief Network\uff08BBN\uff09<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"342\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-1024x342.png\" alt=\"\" class=\"wp-image-18431\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-1024x342.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-300x100.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-768x256.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-1920x641.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-1170x391.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week8\u88fd\u5716_\u571631-11-585x195.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u571631-11 \u8c9d\u8449\u65af\u65b9\u6cd5<\/strong><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">10\u3001<strong>\u4eba\u5de5\u795e\u7d93\u7db2\u8def<\/strong><\/h4>\n\n\n\n<p>\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u6f14\u7b97\u6cd5\u6a21\u64ec\u751f\u7269\u795e\u7d93\u7db2\u8def\uff0c\u662f\u6a21\u5f0f\u5339\u914d\u6f14\u7b97\u6cd5\uff0c\u5e38\u7528\u65bc\u89e3\u6c7a\u5206\u985e\u548c\u8ff4\u6b78\u554f\u984c\u3002\u5b83\u662f\u6a5f\u5668\u5b78\u7fd2\u7684\u4e00\u500b\u9f90\u5927\u7684\u5206\u652f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u91cd\u8981\u7684\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u6f14\u7b97\u6cd5\uff1a\u611f\u77e5\u5668\u795e\u7d93\u7db2\u8def\uff08Perceptron Neural Network\uff09\u3001\u53cd\u5411\u50b3\u905e\uff08Back Propagation\uff09\u3001 Hopfield\u7db2\u8def\u3001\u81ea\u7d44\u7e54\u5c0d\u6620\uff08Self-Organizing Map, SOM\uff09\u3002<\/li><\/ul>\n\n\n\n<p>\u512a\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5206\u985e\u7684\u6e96\u78ba\u5ea6\u9ad8<\/li><li>\u4e26\u884c\u5206\u4f48\u8655\u7406\u80fd\u529b\u5f37\u3001\u5206\u4f48\u5132\u5b58\u53ca\u5b78\u7fd2\u80fd\u529b\u5f37<\/li><li>\u5c0d\u566a\u8072\u795e\u7d93\u6709\u8f03\u5f37\u7684\u5bb9\u932f\u80fd\u529b\u3001\u80fd\u5145\u5206\u903c\u8fd1\u8907\u96dc\u7684\u975e\u7dda\u6027\u95dc\u4fc2<\/li><li>\u5177\u5099\u806f\u60f3\u8a18\u61b6\u7684\u529f\u80fd<\/li><\/ul>\n\n\n\n<p>\u7f3a\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9700\u8981\u5927\u91cf\u7684\u5f15\u6578\uff0c\u5982\uff1a\u7db2\u8def\u62d3\u64b2\u7d50\u69cb\u3001\u6b0a\u503c\u548c\u95be\u503c\u7684\u521d\u59cb\u503c<\/li><li>\u4e0d\u80fd\u89c0\u5bdf\u4e4b\u9593\u5b78\u7fd2\u904e\u7a0b\uff0c\u8f38\u51fa\u7d50\u679c\u96e3\u4ee5\u89e3\u91cb\uff0c\u6703\u5f71\u97ff\u5230\u7d50\u679c\u7684\u53ef\u4fe1\u5ea6\u548c\u53ef\u63a5\u53d7\u7a0b\u5ea6<\/li><li>\u5b78\u7fd2\u6642\u9593\u904e\u9577\uff0c\u53ef\u80fd\u9054\u4e0d\u5230\u5b78\u7fd2\u76ee\u7684<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">11<strong>\u3001\u6df1\u5ea6\u5b78\u7fd2<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e38\u898b\u7684\u6df1\u5ea6\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff1a\u53d7\u9650\u6ce2\u723e\u8332\u66fc\u6a5f\uff08Restricted Boltzmann Machine\uff0c RBN\uff09\u3001Deep Belief Networks\uff08DBN\uff09\u3001\u5377\u7a4d\u7db2\u8def\uff08Convolutional Network\uff09\u3001\u5806\u758a\u5f0f\u81ea\u52d5\u7de8\u78bc\u5668\uff08Stacked Auto-encoders\uff09\u3002<\/li><\/ul>\n\n\n\n<pre class=\"wp-block-verse\">\u767c\u5c55\u81f3\u76ee\u524d\uff0c\u6700\u6210\u529f\u7684\u7576\u5c6cCNN\u548cLSTM\u3002<\/pre>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u60f3\u6210\u70ba\u722c\u87f2\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u5e2b \u3001\u8cc7\u6599\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u9818\u57df\u5c08\u5bb6 \u3001\u4eba\u5de5\u667a\u6167\u7522\u54c1\u7d93\u7406\u55ce\uff1f\u9084\u662f\u4f60\u7684\u516c\u53f8\u6b63\u9700\u8981\u57f9\u990a\u6b64\u9818\u57df\u4eba\u624d\u5462\uff1f<\/p>\n\n\n\n<p>\u9ede\u6211\u4e86\u89e3 AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed &#x1f449; <a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\">https:\/\/www.tibame.com\/eventpage\/ai_datascientist&nbsp;<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed\" class=\"wp-image-18807\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1920x1080.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1170x658.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u6bcf\u65e55\u5206\u9418\uff0c&nbsp;<a 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