{"id":17923,"date":"2021-04-28T15:09:44","date_gmt":"2021-04-28T07:09:44","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=17923"},"modified":"2021-12-29T17:10:28","modified_gmt":"2021-12-29T09:10:28","slug":"ai60%e5%95%8f-q23-%e4%bb%80%e9%ba%bc%e6%98%af%e6%b1%ba%e7%ad%96%e6%a8%b9%e6%bc%94%e7%ae%97%e6%b3%95%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=17923","title":{"rendered":"\u3010AI60\u554f\u3011Q23\u4ec0\u9ebc\u662f\u6c7a\u7b56\u6a39\u6f14\u7b97\u6cd5\uff1f"},"content":{"rendered":"\n<p>\u6c7a\u7b56\u6a39 (Decision tree) \uff0c\u5b83\u662f\u4e00\u7a2e\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u53ef\u4ee5\u4f7f\u7528\u5b83\u4f86\u8655\u7406\u5206\u985e\u554f\u984c\uff0c\u540c\u6642\u4e5f\u7a31\u70ba\u5206\u985e\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u90a3\u70ba\u4ec0\u9ebc\u8981\u7a31\u70ba\u6c7a\u7b56\u6a39\u5462\uff1f\u4e3b\u8981\u662f\u501f\u7528\u6a39\u7684\u968e\u5c64\u6982\u5ff5\uff0c\u5206\u985e\u904e\u7a0b\u53ef\u4ee5\u7528\u4e00\u500b\u5012\u8457\u7684\u6a39\u5f62\u7d50\u69cb\u800c\u8868\u9054\u3002\u5f9e\u6700\u4e0a\u5c64\u7684\u6839\u7bc0\u9ede\u958b\u59cb\uff0c\u5728\u6bcf\u500b\u7bc0\u9ede\u6311\u4e00\u500b\u7279\u5fb5\uff0c\u7d93\u7531\u5206\u652f\u53bb\u505a\u51fa\u6c7a\u7b56\uff0c\u518d\u7e7c\u7e8c\u5f80\u4e0b\u4e00\u5c64\u524d\u9032\uff0c\u5c07\u8cc7\u6599\u5206\u6210\u5169\u7b49\u4efd\u3002<\/p>\n\n\n\n<ul class=\"wp-block-gallery columns-2 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><li class=\"blocks-gallery-item\"><figure><img decoding=\"async\" width=\"1024\" height=\"759\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716_\u5de5\u4f5c\u5340\u57df-1-3-1024x759.png\" alt=\"\" data-id=\"18466\" data-link=\"https:\/\/blog.wiedu.tw\/?attachment_id=18466\" class=\"wp-image-18466\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716_\u5de5\u4f5c\u5340\u57df-1-3-1024x759.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716_\u5de5\u4f5c\u5340\u57df-1-3-300x223.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716_\u5de5\u4f5c\u5340\u57df-1-3-768x570.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716_\u5de5\u4f5c\u5340\u57df-1-3.png 1080w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716_\u5de5\u4f5c\u5340\u57df-1-3-585x434.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img decoding=\"async\" width=\"1024\" height=\"759\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-02-2-1024x759.png\" alt=\"\" data-id=\"18467\" data-link=\"https:\/\/blog.wiedu.tw\/?attachment_id=18467\" class=\"wp-image-18467\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-02-2-1024x759.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-02-2-300x222.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-02-2-768x569.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-02-2.png 1080w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-02-2-585x433.png 585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6839\u7bc0\u9ede\uff1a\u6a23\u672c\u5168\u96c6<\/li><li>\u5167\u90e8\u7bc0\u9ede\uff1a\u5c0d\u61c9\u300c\u7279\u5fb5\u300d\u5c6c\u6027\u6e2c\u8a66<\/li><li>\u8449\u7bc0\u9ede\uff1a\u6c7a\u7b56\u7684\u7d50\u679c<\/li><\/ul>\n\n\n\n<p>\u4f46\u5728\u5be6\u969b\u61c9\u7528\u4e2d\uff0c\u8b93\u7a0b\u5f0f\u81ea\u52d5\u5f9e\u4e00\u5806\u6a23\u672c\u8cc7\u6599\u96c6\u4e2d\u69cb\u9020\u51fa\u9019\u9846\u6c7a\u7b56\u6a39\uff0c\u9019\u500b\u7a0b\u5f0f\u81ea\u52d5\u69cb\u5efa\u6c7a\u7b56\u6a39\u7684\u904e\u7a0b\u5c31\u662f\u300c<strong>\u6a5f\u5668\u5b78\u7fd2<\/strong>\u7684\u904e\u7a0b\u300d\u3002\u69cb\u9020\u7684\u9019\u68f5\u6c7a\u7b56\u6a39\u5c31\u662f\u6a5f\u5668\u5b78\u7fd2\u7684\u7d50\u679c\uff0c\u53eb\u505a\u6a21\u578b\u3002\u6700\u5f8c\uff0c\u53ef\u4ee5\u5411\u6a21\u578b\u4e2d\u8f38\u5165\u4e00\u4e9b\u5c6c\u6027\u689d\u4ef6\uff0c\u8b93\u6a21\u578b\u7d66\u51fa\u5224\u65b7\u7d50\u679c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-03-1-1024x759.png\" alt=\"\" class=\"wp-image-18470\" width=\"512\" height=\"380\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-03-1-1024x759.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-03-1-300x222.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-03-1-768x569.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-03-1.png 1080w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-03-1-585x433.png 585w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption>\u571623-1 \u6a5f\u5668\u5b78\u7fd2\u7684\u904e\u7a0b<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5b83\u662f\u6211\u5011\u4f7f\u7528\u5728\u6a5f\u5668\u5b78\u7fd2\u3001\u8cc7\u6599\u63a2\u52d8\u4e2d\u6700\u591a\u7684\u4e00\u5927\u985e\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>\u6c7a\u7b56\u6a39\u6a21\u578b\u5e38\u7528\u65bc\u5206\u985e\u548c\u56de\u6b78\u554f\u984c\u3002\u5e38\u898b\u7684\u6f14\u7b97\u6cd5\uff0c\u5305\u62ec\uff1a CART\u6f14\u7b97\u6cd5\uff08\u56de\u6b78\u6578\uff0cClassification And Regression Tree\uff09\u3001ID3\u3001C4.5\u3001\u96a8\u6a5f\u68ee\u6797\uff08Random Forest\uff09&#8230;\u7b49\u3002<\/p>\n\n\n\n<p>\u3010\u63a8\u85a6\u5b78\u7fd2\u3011<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a rel=\"noreferrer noopener\" aria-label=\"\u6a5f\u5668\u5b78\u7fd2\u597d\u7c21\u55ae\uff0c\u8f15\u9b06\u8b93\u4f60\u4e00\u624b\u638c\u63e1\u8cc7\u6599\u79d1\u5b78\u5be6\u4f5c 10 \u5927\u6280\u5de7 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/bit.ly\/3mUbuXA\" target=\"_blank\">\u6a5f\u5668\u5b78\u7fd2\u597d\u7c21\u55ae\uff0c\u8f15\u9b06\u8b93\u4f60\u4e00\u624b\u638c\u63e1\u8cc7\u6599\u79d1\u5b78\u5be6\u4f5c 10 \u5927\u6280\u5de7<\/a><\/li><li><a href=\"https:\/\/bit.ly\/3cafOfj\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u6253\u9020\u6578\u5b78\u57fa\u790e\u8207\u7d71\u8a08\u5730\u57fa\uff0c\u8f15\u9b06\u958b\u62d3\u6a5f\u5668\u5b78\u7fd2\u61c9\u7528\u4e4b\u57ce (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u6253\u9020\u6578\u5b78\u57fa\u790e\u8207\u7d71\u8a08\u5730\u57fa\uff0c\u8f15\u9b06\u958b\u62d3\u6a5f\u5668\u5b78\u7fd2\u61c9\u7528\u4e4b\u57ce<\/a><\/li><\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u7d50\u5e33\u8f38\u5165\u512a\u60e0\u78bc\u300cBLOGONLY200\u300d\uff0c\u8cfc\u8cb7\u4e0a\u8ff0\u4efb\u4e00\u5802\u7dda\u4e0a\u8ab2\u7a0b\u73fe\u6298$200\uff01<\/p><\/blockquote>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" 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id=\"%E6%B1%BA%E7%AD%96%E6%A8%B9%E6%A7%8B%E5%BB%BA%E7%9A%84%E5%9F%BA%E6%9C%AC%E6%AD%A5%E9%A9%9F\"><\/span><strong>\u6c7a\u7b56\u6a39\u69cb\u5efa\u7684\u57fa\u672c\u6b65\u9a5f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5b83\u8207\u5176\u4ed6\u6f14\u7b97\u6cd5\u6700\u5927\u7684\u5dee\u7570\u662f\uff0c\u5404\u500b\u5206\u985e\u7279\u5fb5\u53ea\u8981\u7d93\u904e\u6c7a\u7b56\u6a39\u6f14\u7b97\u6cd5\u5224\u65b7\u5f8c\uff0c\u5c31\u53ef\u4ee5\u6210\u70ba\u5be6\u969b\u5206\u985e\u7684\u898f\u5247\u3002<br \/>\u5b83\u5c31\u50cf\u500b\u9ed1\u76d2\u5b50\u4e00\u6a23\uff0c\u6709\u5165\u53e3\u8207\u51fa\u53e3\u3002 \u53ea\u8981\u4e1f\u9032\u53bb\u4e00\u500b\u7684\u300c\u6a23\u672c\u300d\uff0c\u5373\u53ef\u5f97\u5230\u4e00\u500b\u5206\u985e\u7684\u300c\u6a19\u7c64\u300d\u3002    <\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u5c07\u6240\u6709\u7684\u7279\u5fb5\u7576\u4f5c\u4e00\u500b\u4e00\u500b\u7684\u7bc0\u9ede<\/li><li>\u7d93\u904e\u6bcf\u500b\u8b8a\u6578\u7684\u6bcf\u500b\u652f\u9ede\u5206\u5272\uff0c\u627e\u5230\u6700\u597d\u7684\u5206\u5272\u9ede<\/li><li>\u5206\u5272\u6210\u5169\u500b\u7bc0\u9edeN1\u548cN2\uff0c\u4f7f\u7528\u7b2c\u4e8c\u6b65\u904d\u6b77\u6240\u6709\u7279\u5fb5\uff0c\u9078\u64c7\u51fa\u6700\u512a\u7684\u7279\u5fb5 <\/li><li>\u5c0dN1\u548cN2\u5206\u5225\u7e7c\u7e8c\u57f7\u884c2-3\u6b65\uff0c\u76f4\u5230\u6bcf\u500b\u7bc0\u9ede\u8db3\u5920\u300c\u8449\u7bc0\u9ede\u300d\u70ba\u6b62<\/li><\/ol>\n\n\n\n<pre class=\"wp-block-verse\">\u8209\u4f8b1\uff1a\uff08\u571623-2\uff09<br \/>\u4ee5\u5916\u9001\u62ab\u85a9\u5e97\u9867\u5ba2\u6eff\u610f\u5ea6\u8a55\u50f9\u70ba\u4f8b\uff0c\u7528\u7279\u5fb5\u300c\u70e4\u7bb1\u6eab\u5ea6\u300d\u4f86\u505a\u5206\u985e\uff0c<br \/>\u53ef\u5f97\u5230\u6e05\u695a\u7684\u898f\u5247\u662f\uff0c\u7576\u70e4\u7bb1\u6fd5\u5ea6\u5c0f\u65bc\u6216\u7b49\u65bc123\u5ea6\u6642\uff0c\u9867\u5ba2\u662f\u6eff\u610f\u7684\uff1b<br \/>\u4f46\u7576\u70e4\u7bb1\u6fd5\u5927\u52e2\u5927\u65bc123\u5ea6\uff0c\u9867\u5ba2\u4e0d\u6eff\u610f\u3002<br \/>\u800c\u518d\u9032\u4e00\u6b65\u7528\u6fd5\u5ea6\u5206\u985e\uff0c<br \/>\u770b\u51fa\u7576\u70e4\u7bb1\u6fd5\u5ea6\u5c0f\u65bc\u7b49\u65bc23%\u8f03\u591a\u9867\u5ba2\u6eff\u610f\uff0c\u7576\u5927\u65bc23%\u9867\u5ba2\u8a55\u50f9\u70ba\u4e0d\u6eff\u610f\u3002<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-1024x768.png\" alt=\"\u7def\u80b2TibaMeAI 60\u554f-\u6c7a\u7b56\u6a39\u6848\u4f8b\u5716\" class=\"wp-image-18447\" width=\"512\" height=\"384\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-1024x768.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-300x225.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-768x576.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-1170x878.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-585x439.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA-320x240.png 320w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/week5\u88fd\u5716_\u571623_2-PIZZA.png 1485w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption>\u571623-2 \u6c7a\u7b56\u6a39\u6848\u4f8b\u5716<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-verse\">\u8209\u4f8b2\uff1a<br \/>\u5728\u5206\u985e\u5668\u4e2d\u53ef\u9032\u884c\u5716\u7247\u5167\u5bb9\u7684\u5206\u985e\u6a19\u7c64 \uff0c<br \/>\u5728\u5165\u53e3\u4e1f\u5165\u4e00\u5f35\u5c0f\u8c93\u7684\u7167\u7247\uff0c\u5728\u51fa\u53e3\u5f97\u5230\u4e00\u500b\u5c0f\u8c93\u7684\u63cf\u8ff0\u6a19\u7c64\uff1b<br \/>\u5728\u5165\u53e3\u4e1f\u5165\u4e00\u5f35\u6559\u5ba4\u7684\u7167\u7247\uff0c\u5728\u51fa\u53e3\u5f97\u5230\u4e00\u500b\u6559\u5ba4\u7684\u63cf\u8ff0\u6a19\u7c64\uff1b <br \/>\u9019\u662f\u5206\u985e\u5668\u6700\u57fa\u672c\u7684\u5206\u985e\u5de5\u4f5c\u904e\u7a0b\u3002 <br \/>\u800c\u6700\u7d42\u5206\u985e\u7d50\u679c\u662f\u78ba\u5b9a\u7684\u503c\u300c\u662f\u300d\uff081\uff09\u6216\u300c\u4e0d\u662f\u300d\uff080\uff09\u3002 <\/pre>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%B1%BA%E7%AD%96%E6%A8%B9%E7%9A%84%E8%AE%8A%E6%95%B8%E5%9E%8B%E5%88%A5\"><\/span><strong>\u6c7a\u7b56\u6a39\u7684\u8b8a\u6578\u578b\u5225<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-1024x1024.png\" alt=\"\" class=\"wp-image-18477\" width=\"512\" height=\"512\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-1024x1024.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-150x150.png 150w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-300x300.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-768x767.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-585x585.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04-65x65.png 65w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/AI60\u554f\u88dc\u5716-04.png 1080w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption>\u571623-3 \u6c7a\u7b56\u6a39\u6848\u4f8b\u5716<\/figcaption><\/figure><\/div>\n\n\n\n<ol class=\"wp-block-list\"><li>\u6578\u5b57\u578b (Numeric)\uff1a\u8b8a\u6578\u578b\u5225\u662f\u6574\u6578\u6216\u6d6e\u9ede\u6578\uff0c\u598223-3\u4f8b\u5b50\u4e2d\u7684\u300c\u5e74\u6536\u5165\u300d\u3002<br \/>\u7528\u300c &gt;= \u300d\u3001\u300c &gt; \u300d\u3001\u300c&lt;\u300d \u6216\u300c&lt;=\u300d\u4f5c\u70ba\u5206\u5272\u689d\u4ef6\u3002<br \/>\u6392\u5e8f\u5f8c\uff0c\u5229\u7528\u5df2\u6709\u7684\u5206\u5272\u60c5\u6cc1\uff0c\u53ef\u4ee5\u512a\u5316\u5206\u5272\u6f14\u7b97\u6cd5\u7684\u6642\u9593\u8907\u96dc\u5ea6\u3002<br \/><\/li><li>\u540d\u7a31\u578b (Nominal)\uff1a\u985e\u4f3c\u7a0b\u5f0f\u8a9e\u8a00\u4e2d\u7684\u5217\u8209\u578b\u5225\uff0c\u8b8a\u6578\u53ea\u80fd\u5f9e\u6709\u9650\u9078\u9805\u4e2d\u9078\u53d6\u3002<br \/>\u598223-3\u4f8b\u5b50\u4e2d\u7684\u300c\u6709\u623f\u7522\u300d\uff0c\u53ea\u80fd\u662f\u300c\u672a\u5a5a\u300d\u3001\u300c\u5df2\u5a5a\u300d\u3002\u4f7f\u7528\u300c = \u300d\u4f86\u5206\u5272\u3002<\/li><\/ol>\n\n\n\n<p>\u6c7a\u7b56\u6a39 (Decision Tree) \u662f\u7a2e\u7c21\u55ae\u4f46\u5ee3\u6cdb\u4f7f\u7528\u7684\u5206\u985e\u5668\u3002\u901a\u904e\u8a13\u7df4\u8cc7\u6599\u69cb\u5efa\u6c7a\u7b56\u6a39\uff0c\u53ef\u4ee5\u6709\u6548\u7684\u5c0d\u672a\u77e5\u7684\u8cc7\u6599\u9032\u884c\u5206\u985e\u3002<\/p>\n\n\n\n<p>\u3010\u63a8\u85a6\u5b78\u7fd2\u3011<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/bit.ly\/2YwTfy4\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u8cc7\u6599\u63a2\u52d8\u901f\u6210\u653b\u7565\uff0c\u8f15\u9b06\u99d5\u99ad\u8cc7\u6599\u5206\u6790\u8207\u5be6\u52d9\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u8cc7\u6599\u63a2\u52d8\u901f\u6210\u653b\u7565\uff0c\u8f15\u9b06\u99d5\u99ad\u8cc7\u6599\u5206\u6790\u8207\u5be6\u52d9\u61c9\u7528<\/a><\/li><\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u7d50\u5e33\u8f38\u5165\u512a\u60e0\u78bc\u300cBLOGONLY200\u300d\uff0c\u8cfc\u8cb7\u4e0a\u8ff0\u7dda\u4e0a\u8ab2\u7a0b\u73fe\u6298$200\uff01<\/p><\/blockquote>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%89%E7%A8%AE%E5%85%B8%E5%9E%8B%E7%9A%84%E6%B1%BA%E7%AD%96%E6%A8%B9%E6%BC%94%E7%AE%97%E6%B3%95\"><\/span>\u4e09\u7a2e\u5178\u578b\u7684\u6c7a\u7b56\u6a39\u6f14\u7b97\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">1. ID3 \u6f14\u7b97\u6cd5<\/h4>\n\n\n\n<p>\u6700\u65e9\u63d0\u51fa\u7684\u6c7a\u7b56\u6a39\u6f14\u7b97\u6cd5\uff0c\u662f\u5229\u7528\u8cc7\u8a0a\u589e\u76ca\u4f86\u9078\u64c7\u7279\u5fb5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. C4.5 \u6f14\u7b97\u6cd5<\/h4>\n\n\n\n<p>ID3\u6539\u9032\u7248\uff0c\u4e0d\u662f\u76f4\u63a5\u4f7f\u7528\u8cc7\u8a0a\u589e\u76ca\uff0c\u800c\u662f\u5f15\u5165\u300c\u8cc7\u8a0a\u589e\u76ca\u6bd4\u300d\u6307\u6a19\u4f5c\u70ba\u7279\u5fb5\u7684\u9078\u64c7\u4f9d\u64da\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. CART\uff08Classification and Regression Tree\uff09<\/h4>\n\n\n\n<p>\u53ef\u7528\u65bc\u5206\u985e\uff0c\u4e5f\u53ef\u4ee5\u7528\u65bc\u56de\u6b78\u554f\u984c\u3002CART \u6f14\u7b97\u6cd5\u4f7f\u7528\u5409\u5c3c\u4fc2\u6578\u53d6\u4ee3\u4e86\u8cc7\u8a0a\u71b5\u6a21\u578b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\">*\u8cc7\u8a0a\u589e\u76ca\uff1a<br \/>\u7279\u5fb5\u9078\u64c7\u4e2d\u7684\u4e00\u500b\u91cd\u8981\u6307\u6a19\uff0c<br \/>\u5b83\u5b9a\u7fa9\u70ba\u4e00\u500b\u7279\u5fb5\u80fd\u70ba\u5206\u985e\u7cfb\u7d71\u5e36\u4f86\u591a\u5c11\u8cc7\u8a0a\uff0c<br \/>\u8cc7\u8a0a\u8d8a\u591a\uff0c\u8a72\u7279\u5fb5\u5c31\u8d8a\u91cd\u8981<br \/><br \/>*\u5409\u5c3c\u4fc2\u6578 (Gini coefficient)\uff1a<br \/>\u7d93\u6fdf\u5b78\u4e2d\u7528\u4f86\u8861\u91cf\u4e00\u500b\u300c\u570b\u5bb6\u6536\u5165\u5dee\u8ddd\u300d\u7684\u5e38\u7528\u6307\u6a19\u3002<br \/><br \/>*\u8cc7\u8a0a\u71b5\u6a21\u578b (Shannon entropy)\uff1a<br \/>\u71b5\u662f\u6307\u63a5\u6536\u7684\u6bcf\u5247\u6d88\u606f\u4e2d\uff0c<br \/>\u5305\u542b\u7684\u8cc7\u8a0a\u5e73\u5747\u91cf\uff0c\u70ba\u4e0d\u78ba\u5b9a\u6027\u7684\u91cf\u5ea6<\/pre>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u3010\u63a8\u85a6\u5b78\u7fd2\u3011<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/bit.ly\/304ehof\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u3010AI\u57fa\u790e\u601d\u7dad1\u3011\u8a8d\u8b58AI\u8207\u8cc7\u6599\u79d1\u5b78 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u3010AI\u57fa\u790e\u601d\u7dad1\u3011\u8a8d\u8b58AI\u8207\u8cc7\u6599\u79d1\u5b78<\/a><\/li><li><a rel=\"noreferrer noopener\" aria-label=\"\u3010AI\u57fa\u790e\u601d\u7dad2\u3011\u638c\u63e1AI\u95dc\u9375\u6838\u5fc3\u6280\u8853_\u6a5f\u5668\u5b78\u7fd2\u53ca\u6df1\u5ea6\u5b78\u7fd2 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/bit.ly\/3BY6dCC\" target=\"_blank\">\u3010AI\u57fa\u790e\u601d\u7dad2\u3011\u638c\u63e1AI\u95dc\u9375\u6838\u5fc3\u6280\u8853_\u6a5f\u5668\u5b78\u7fd2\u53ca\u6df1\u5ea6\u5b78\u7fd2<\/a><\/li><li><a rel=\"noreferrer noopener\" aria-label=\"\u3010AI\u57fa\u790e\u601d\u7dad3\u3011\u7528AI\u770b\u898b\u672a\u4f86_\u96fb\u8166\u8996\u89ba\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/bit.ly\/3C2EuAG\" target=\"_blank\">\u3010AI\u57fa\u790e\u601d\u7dad3\u3011\u7528AI\u770b\u898b\u672a\u4f86_\u96fb\u8166\u8996\u89ba\u61c9\u7528<\/a><\/li><li><a rel=\"noreferrer noopener\" aria-label=\"\u3010AI\u57fa\u790e\u601d\u7dad4\u3011AI\u6709\u8a71\u8aaa_\u6587\u5b57\u8207\u8a0a\u865f\u8655\u7406 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/bit.ly\/3mXIVbV\" target=\"_blank\">\u3010AI\u57fa\u790e\u601d\u7dad4\u3011AI\u6709\u8a71\u8aaa_\u6587\u5b57\u8207\u8a0a\u865f\u8655\u7406<\/a><\/li><li><a rel=\"noreferrer noopener\" aria-label=\"\u3010AI\u57fa\u790e\u601d\u7dad5\u3011AI\u7121\u6240\u4e0d\u5728_\u6d3b\u7528AI\u7522\u696d\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/bit.ly\/3Db1mza\" target=\"_blank\">\u3010AI\u57fa\u790e\u601d\u7dad5\u3011AI\u7121\u6240\u4e0d\u5728_\u6d3b\u7528AI\u7522\u696d\u61c9\u7528<\/a><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%B1%BA%E7%AD%96%E6%A8%B9%E7%9A%84%E5%84%AA%E7%BC%BA%E9%BB%9E\"><\/span>\u6c7a\u7b56\u6a39\u7684\u512a\u7f3a\u9ede<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">\u512a\u9ede<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6613\u65bc\u7406\u89e3\u548c\u89e3\u91cb\uff0c\u53ef\u4ee5\u8996\u89ba\u5316\u5206\u6790\uff0c\u5bb9\u6613\u63d0\u51fa\u898f\u5247<\/li><li>\u53ef\u540c\u6642\u8655\u7406\u6578\u5b57\u578b\u548c\u540d\u7a31\u578b\u8cc7\u6599<\/li><li>\u8f03\u9069\u5408\u8655\u7406\u6709\u7f3a\u5931\u5c6c\u6027\u7684\u6a23\u672c<\/li><li>\u80fd\u5920\u8655\u7406\u4e0d\u76f8\u95dc\u7684\u7279\u5fb5<\/li><li>\u6e2c\u8a66\u8cc7\u6599\u96c6\u6642\uff0c\u57f7\u884c\u901f\u5ea6\u8f03\u5feb<\/li><li>\u5728\u76f8\u5c0d\u77ed\u6642\u9593\uff0c\u80fd\u5c0d\u5927\u578b\u8cc7\u6599\u4f86\u6e90\u505a\u51fa\u53ef\u884c\u4e14\u6548\u679c\u512a\u7684\u7d50\u679c<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7f3a\u9ede<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6613\u767c\u751f\u904e\u64ec\u5408<\/li><li>\u6613\u5ffd\u7565\u8cc7\u6599\u96c6\u4e2d\u5c6c\u6027\u7684\u76f8\u4e92\u95dc\u806f<\/li><\/ul>\n\n\n\n<pre class=\"wp-block-verse\">*&nbsp;<strong>\u904e\u64ec\u5408 Overfitting<\/strong>\uff1a<br \/>\u64ec\u5408\u4e86\u6bcf\u500b\u6578\u64da\uff0c\u53cd\u800c\u4e1f\u5931\u8981\u7684\u898f\u5f8b\uff0c<br \/>\u4f7f\u7528\u64ec\u5408\u7d50\u679c\u53bb\u9810\u6e2c\u53e6\u4e00\u500b\u8a13\u7df4\u96c6\u6642\u8aa4\u5dee\u6703\u66f4\u70ba\u660e\u986f\u3002<br \/><br \/>\uff08\u96a8\u6a5f\u68ee\u6797\u53ef\u4ee5\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6e1b\u5c11\u904e\u64ec\u5408\uff09<\/pre>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u7def\u80b2TibaMe\u5df2\u7d93\u670910\u842c\u4eba\u6b21\u4f86\u5b78\u7fd2AI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u6216\u6280\u8853\uff0c\u82e5\u4f60\u60f3\u9032\u4e00\u6b65\u4e86\u89e3\u6216\u5b78\u7fd2 AI \/ \u8cc7\u6599\u79d1\u5b78\u7684\u76f8\u95dc\u77e5\u8b58\u6216\u6280\u80fd\uff0c\u6b61\u8fce\u4f86TibaMe &#x1f449;  <a href=\"https:\/\/bit.ly\/3o4N39e\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"https:\/\/bit.ly\/3o4N39e  (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">https:\/\/bit.ly\/3o4N39e <\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/bit.ly\/3o4N39e\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b\" class=\"wp-image-19995\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-1170x659.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002.png 1201w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/bit.ly\/3o4N39e\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b<\/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>\u4e0b\u7bc7\u5c07\u8207\u5927\u5bb6\u5206\u4eab<strong>\u6c7a\u7b56\u6a39\u5206\u985e\u904e\u7a0b\u662f\u4ec0\u9ebc<\/strong>\uff1f<\/p>\n\n\n\n<p>\u6bcf\u65e55\u5206\u9418\uff0c&nbsp;<a href=\"https:\/\/blog.wiedu.tw\/?author=44\">\u63d0\u62d4\u6211\u5712\u4e01<\/a>\u966a\u4f60\u5feb\u901f\u6dfb\u88dcAI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u8207\u6280\u80fd\u3002<\/p>\n\n\n\n<p>\u82e5\u60a8\u60f3\u4e86\u89e3\u66f4\u591aAI\/\u8cc7\u6599\u79d1\u5b78\u7684\u5c0f\u77e5\u8b58\u3001\u53ca\u5404\u7522\u696d\u7684\u76f8\u95dc\u61c9\u7528\uff0c\u6b61\u8fce\u8a02\u95b1TibaMe FB\u53ca\u90e8\u843d\u683c\uff0c\u6216\u4f60\u6709\u5176\u4ed6\u60f3\u4e86\u89e3\u7684\u4e3b\u984c\u6b61\u8fce\u5728\u4e0b\u65b9\u7559\u8a00\u8b93\u6211\u5011\u77e5\u9053\u5537\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.facebook.com\/Tibame\">\u7def\u80b2TibaMe FB<\/a><\/li><li><a href=\"https:\/\/www.facebook.com\/groups\/TiBaMe.For.Business\">\u4f01\u696d\u4eba\u624d\u6578\u4f4d\u8f49\u578bFB<\/a><\/li><li><a href=\"https:\/\/lihi1.com\/OygGK\">\u4f01\u696dAI\u3001\u6578\u4f4d\u4eba\u624dor\u5e73\u53f0\u57f9\u8a13\u65b9\u6848\u8acb\u9ede\u9078<\/a><\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/free?utm_source=blog&amp;utm_medium=free&amp;utm_campaign=course\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1024x922.png\" alt=\"\" class=\"wp-image-18372\" width=\"428\" height=\"385\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1024x922.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-300x270.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-768x691.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1170x1053.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-585x527.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a.png 1200w\" sizes=\"(max-width: 428px) 100vw, 428px\" \/><\/a><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u53c3\u8003\u8cc7\u6599<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.webtourguide.com\/document\/9fc746cb40c29efe6b61c3cfd2f41d15\">\u8f15\u9b06\u770b\u61c2\u6a5f\u5668\u5b78\u7fd2\uff013\u500b\u6848\u4f8b\u8a73\u89e3\u805a\u985e\u3001\u56de\u6b78\u3001\u5206\u985e\u7b97\u6cd5<\/a><\/li><li><a href=\"https:\/\/kknews.cc\/zh-tw\/code\/4kn4veg.html\">\u6a5f\u5668\u5b78\u7fd2\uff5c\u6c7a\u7b56\u6a39\u7684\u751f\u6210\u904e\u7a0b\u662f\u600e\u6a23\uff1f\uff08\u4e00\uff09 <\/a><\/li><li><a href=\"https:\/\/www.mdeditor.tw\/pl\/glZR\/zh-tw\">\u6c7a\u7b56\u6a39\u7684\u69cb\u5efa\u539f\u7406<\/a><\/li><li><a href=\"https:\/\/www.mdeditor.tw\/pl\/pmfE\/zh-tw\">\u4e00\u6587\u770b\u61c2\u6c7a\u7b56\u6a39-Decisiontree\uff083\u500b\u6b65\u9a5f+3\u7a2e\u5178\u578b\u6f14\u7b97\u6cd5+10\u500b\u512a\u7f3a\u9ede\uff09<\/a><\/li><li><a href=\"https:\/\/iter01.com\/552726.html\">\u6c7a\u7b56\u6a39\u6f14\u7b97\u6cd5-\u7406\u8ad6\u7bc7<\/a><\/li><li><a href=\"http:\/\/takenoteyourself.blogspot.com\/2018\/03\/machine-learning-3.html\">\u6a5f\u5668\u5b78\u7fd2\u7b46\u8a18(\u4e09) &#8211; \u8cc7\u8a0a\u71b5<\/a><\/li><li><a href=\"https:\/\/www.moneydj.com\/kmdj\/wiki\/wikiviewer.aspx?keyid=454b04df-3a35-494c-ac90-4c3a2af9b995\">\u5409\u5c3c\u4fc2\u6578<\/a><\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6c7a\u7b56\u6a39 (Decision tree) \uff0c\u5b83\u662f\u4e00\u7a2e\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u53ef\u4ee5\u4f7f\u7528\u5b83\u4f86\u8655\u7406\u5206\u985e\u554f\u984c\uff0c\u540c\u6642\u4e5f\u7a31\u70ba\u5206\u985e\u5206\u6790\u3002<br \/>\n\u90a3\u70ba\u4ec0\u9ebc\u8981\u7a31\u70ba\u6c7a\u7b56\u6a39\u5462\uff1f\u4e3b\u8981\u662f\u501f\u7528\u6a39\u7684\u968e\u5c64\u6982\u5ff5\uff0c\u5206\u985e\u904e\u7a0b\u53ef\u4ee5\u7528\u4e00\u500b\u5012\u8457\u7684\u6a39\u5f62\u7d50\u69cb\u800c\u8868\u9054\u3002\u5f9e\u6700\u4e0a\u5c64\u7684\u6839\u7bc0\u9ede\u958b\u59cb\uff0c\u5728\u6bcf\u500b\u7bc0\u9ede\u6311\u4e00\u500b\u7279\u5fb5\uff0c\u7d93\u7531\u5206\u652f\u53bb\u505a\u51fa\u6c7a\u7b56\uff0c\u518d\u7e7c\u7e8c\u5f80\u4e0b\u4e00\u5c64\u524d\u9032\uff0c\u5c07\u8cc7\u6599\u5206\u6210\u5169\u7b49\u4efd\u3002<br \/>\n\u4f46\u5728\u5be6\u969b\u61c9\u7528\u4e2d\uff0c\u8b93\u7a0b\u5f0f\u81ea\u52d5\u5f9e\u4e00\u5806\u6a23\u672c\u8cc7\u6599\u96c6\u4e2d\u69cb\u9020\u51fa\u9019\u9846\u6c7a\u7b56\u6a39\uff0c\u9019\u500b\u7a0b\u5f0f\u81ea\u52d5\u69cb\u5efa\u6c7a\u7b56\u6a39\u7684\u904e\u7a0b\u5c31\u662f\u300c\u6a5f\u5668\u5b78\u7fd2\u7684\u904e\u7a0b\u300d\u3002\u69cb\u9020\u7684\u9019\u68f5\u6c7a\u7b56\u6a39\u5c31\u662f\u6a5f\u5668\u5b78\u7fd2\u7684\u7d50\u679c\uff0c\u53eb\u505a\u6a21\u578b\u3002\u6700\u5f8c\uff0c\u53ef\u4ee5\u5411\u6a21\u578b\u4e2d\u8f38\u5165\u4e00\u4e9b\u5c6c\u6027\u689d\u4ef6\uff0c\u8b93\u6a21\u578b\u7d66\u51fa\u5224\u65b7\u7d50\u679c\u3002<\/p>\n","protected":false},"author":44,"featured_media":17925,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[480,1196,173],"tags":[1222,1223,1224,1270],"class_list":["post-17923","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-ai-","category-173","tag-1222","tag-1223","tag-1224","tag-1270"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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