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powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u4eec\u5927\u5bb6\u597d\uff0c\u6211\u8fd8\u662f\u90a3\u4e2a\u5927\u6d77\u54e5\uff0c\u4eca\u5929\u5927\u6d77\u54e5\u7a81\u7136\u770b\u5230\u4e86\u4e00\u67612016\u5e74\u7684\u8001\u65b0\u95fb\uff0c\u5f53\u65f6\u53ef\u662f\u8f70\u52a8\u5168\u7403\uff0c\u5f88\u591a\u5c0f\u4f19\u4f34\u53ef\u80fd\u5df2\u7ecf\u731c\u5230\u4e86\uff0c\u6ca1\u9519\uff0c\u5c31\u662f\u4eba\u673a\u5927\u6218\u2014\u2014AlphaGo\u5bf9\u6218\u56f4\u68cb\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\uff0c\u8c37\u6b4c\u65d7\u4e0b\u7684AlphaGo\u4ee5\u60ca\u4eba\u7684\u667a\u6167\u6218\u80dc\u4e86\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\u3002\u8fd9\u4e00\u80dc\u5229\u5e76\u4e0d\u4ec5\u4ec5\u662f\u4eba\u5de5\u667a\u80fd\u7684\u80dc\u5229\uff0c\u66f4\u662f\u795e\u7ecf\u7f51\u7edc\u6280\u672f\u7684\u5dc5\u5cf0\u4e4b\u4f5c\u3002<\/p>\n<p>\u81ea\u795e\u7ecf\u7f51\u7edc\u4ea7\u751f\u4ee5\u6765\uff0c\u4eba\u4eec\u6784\u5efa\u5176\u6a21\u578b\u5927\u591a\u90fd\u662f\u4f7f\u7528python\uff0c\u800c\u54b1\u4eec\u751f\u4fe1\u7684\u5c0f\u4f19\u4f34\u4eec\u5bf9\u4e8eR\u8bed\u8a00\u4f1a\u66f4\u5728\u884c\uff0c\u90a3\u5f88\u591a\u5c0f\u4f19\u4f34\u4f1a\u53d1\u51fa\u7591\u95ee\uff0cR\u8bed\u8a00\u53ef\u4ee5\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5417\uff1f\u5927\u6d77\u54e5\u53ef\u4ee5\u80af\u5b9a\u7684\u8bf4\uff0c\u5f53\u7136\uff01\u5e76\u4e14\u5b9e\u73b0\u8d77\u6765\u975e\u5e38\u7b80\u5355\uff01\u90a3\u4e48\u5b9e\u73b0\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u4e86\u89e3\u4e00\u4e0b\uff0c\u795e\u7ecf\u7f51\u7edc\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u53d7\u5230\u4eba\u8111\u795e\u7ecf\u5143\u542f\u53d1\u7684\u8ba1\u7b97\u6a21\u578b\u3002\u5b83\u7684\u5de5\u4f5c\u65b9\u5f0f\u5c31\u50cf\u4eba\u8111\u4e2d\u7684\u795e\u7ecf\u5143\u76f8\u4e92\u8fde\u63a5\uff0c\u901a\u8fc7\u4e0d\u65ad\u7684\u5b66\u4e60\u548c\u8c03\u6574\u6743\u91cd\uff0c\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u81ea\u4e3b\u5730\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u7406\u89e3\u590d\u6742\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u3002\u6b63\u662f\u56e0\u4e3a\u795e\u7ecf\u7f51\u7edc\u7684\u5f3a\u5927\uff0cAlphaGo\u624d\u80fd\u591f\u5728\u56f4\u68cb\u8fd9\u4e2a\u6781\u5176\u590d\u6742\u7684\u9886\u57df\u53d6\u5f97\u80dc\u5229\u3002\u9664\u4e86\u56f4\u68cb\uff0c\u795e\u7ecf\u7f51\u7edc\u8fd8\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u3002\u65e0\u4eba\u9a7e\u9a76\u6c7d\u8f66\u9700\u8981\u4e0d\u65ad\u5730\u611f\u77e5\u5468\u56f4\u73af\u5883\u3001\u505a\u51fa\u51b3\u7b56\u5e76\u63a7\u5236\u6c7d\u8f66\u884c\u9a76\uff0c\u8fd9\u4e00\u5207\u90fd\u79bb\u4e0d\u5f00\u795e\u7ecf\u7f51\u7edc\u7684\u5e2e\u52a9\u3002\u901a\u8fc7\u5927\u91cf\u7684\u8bad\u7ec3\u548c\u6570\u636e\uff0c\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u8ba9\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u66f4\u52a0\u667a\u80fd\u3001\u5b89\u5168\u5730\u4e0a\u8def\u3002\u603b\u4e4b\uff0c\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\uff0c\u6b63\u5728\u6539\u53d8\u7740\u6211\u4eec\u7684\u4e16\u754c\u3002\u5b83\u662f\u672a\u6765\u7684\u5173\u952e\uff0c\u4e5f\u662f\u6211\u4eec\u9700\u8981\u5bc6\u5207\u5173\u6ce8\u548c\u7406\u89e3\u7684\u91cd\u8981\u6982\u5ff5\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u6df1\u5165\u63a2\u8ba8\u795e\u7ecf\u7f51\u7edc\u7684\u5965\u79d8\uff0c\u63a2\u7d22\u5b83\u5982\u4f55\u5f15\u9886\u7740\u6211\u4eec\u8fdb\u5165\u4e00\u4e2a\u5168\u65b0\u7684\u667a\u80fd\u5316\u4e16\u754c\u3002<\/p>\n<p>\u90a3\u4e48\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n<\/section>\n<section 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style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: center;padding-right: 18px;padding-left: 18px;\">\n<section style=\"text-align: center;margin-top: 20px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 0px;height: 0px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 13px 8px 0px;border-color: rgb(93, 91, 92) rgba(255, 255, 255, 0) rgb(251, 133, 129);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;height: auto;align-self: center;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p powered-by=\"xiumi.us\">\u9996\u5148\u6211\u4eec\u9700\u8981\u4e86\u89e3\u4e00\u4e0b\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff0c\u5728\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u4e2d\u901a\u5e38\u4f1a\u5206\u6210\u8fd9\u6837\u51e0\u5c42\uff1a<\/p>\n<section style=\"text-align: left;justify-content: flex-start;margin-top: 20px;margin-bottom: 10px;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;background-color: rgb(255, 238, 211);min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\n<section style=\"color: rgb(32, 70, 126);text-align: center;letter-spacing: 1.2px;padding-right: 20px;padding-left: 20px;\" powered-by=\"xiumi.us\">\n<p>1\u3001\u8f93\u5165\u5c42\uff08input layer\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;margin-top: 20px;margin-bottom: 10px;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;background-color: rgb(255, 238, 211);min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\n<section style=\"color: rgb(32, 70, 126);text-align: center;letter-spacing: 1.2px;padding-right: 20px;padding-left: 20px;\" powered-by=\"xiumi.us\">\n<p>2\u3001\u9690\u85cf\u5c42\uff08hidden layer\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;margin-top: 20px;margin-bottom: 10px;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;background-color: rgb(255, 238, 211);min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\n<section style=\"color: rgb(32, 70, 126);text-align: center;letter-spacing: 1.2px;padding-right: 20px;padding-left: 20px;\" powered-by=\"xiumi.us\">\n<p>3\u3001\u8f93\u51fa\u5c42\uff08output layer\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<p powered-by=\"xiumi.us\">\u4eca\u5929\u5927\u6d77\u54e5\u4f7f\u7528\u7684\u662f\u5b98\u65b9\u7684\u6ce2\u58eb\u987f\u623f\u4ef7\u6570\u636e\u96c6\uff0c\u5206\u6790\u7684\u76ee\u7684\u5c31\u662f\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u6a21\u578b\u6765\u9884\u6d4b\u6ce2\u58eb\u987f\u623f\u4ef7\u3002\u9996\u5148\u6211\u4eec\u6765\u770b\u4e00\u4e0b\u6570\u636e\u6837\u4f8b\u3002<\/p>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.37400228050171036\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_pj6MXs4Sym20faibGAH6ueicfjuebg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZGBKYc9VvOKKHpjeOGgbh4yzyfgpj6MXs4Sym20faibGAH6ueicfjuebg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"877\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">\u8be5\u6570\u636e\u6bcf\u884c\u6570\u636e\u4ee3\u8868\u4e0d\u540c\u5c0f\u533a\u7684\u4e0d\u540c\u7279\u5f81\uff0c\u5176\u4e2dmedv\u4e3a\u623f\u5b50\u5e73\u5747\u4ef7\u683c\uff0c\u4e5f\u5c31\u662f\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u53d8\u91cf\u3002\u6570\u636e\u5171\u6709<span class=\"code-snippet__number\">500<\/span>\u4e2a\u6837\u672c\uff0c\u6211\u4eec\u6309<span class=\"code-snippet__number\">8<\/span>:<span class=\"code-snippet__number\">2<\/span>\u7684\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002\u63a5\u7740\u8ba9\u6211\u4eec\u5c55\u5f00\u5206\u6790\u5427\uff01<\/span><\/code><code><span class=\"code-snippet_outer\">library(nnet)<\/span><\/code><code><span class=\"code-snippet_outer\">library(MASS)<\/span><\/code><code><span class=\"code-snippet_outer\">library(caret)<\/span><\/code><code><span class=\"code-snippet_outer\">library(AMORE)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u52a0\u8f7d\u6570\u636e\uff0c\u6570\u636e\u6765\u6e90\u4e8eMASS\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">boston=MASS::Boston<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6570\u636e\u6807\u51c6\u5316<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">boston[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>] <- apply(boston[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>],<span class=\"code-snippet__number\">2<\/span>,scale)<\/span><\/code><code><span class=\"code-snippet_outer\">head(boston)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.366306027820711\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_56NdxWRYHmIzn6Q8EgcEzJEc4iaNMA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZCwCC4x7XrP7ibC5mXA5P81MSCb56NdxWRYHmIzn6Q8EgcEzJEc4iaNMA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"647\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">indexes = createDataPartition(boston$medv,p=<span class=\"code-snippet__number\">0.8<\/span>,<span class=\"code-snippet__built_in\">list<\/span>=<span class=\"code-snippet__built_in\">F<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">train=boston[indexes,]<\/span><\/code><code><span class=\"code-snippet_outer\">test=boston[-indexes,]<\/span><\/code><code><span class=\"code-snippet_outer\">str(boston)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.405103668261563\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_ia7P8GtpZcibuIiaRmm5F7OCtIVRjw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZQiagA7mSSzVmZHEUEqSWNkC1ianAaia7P8GtpZcibuIiaRmm5F7OCtIVRjw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"627\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6784\u5efa\u7f51\u7edc\uff0cn.neurons\u8868\u793a\u8f93\u5165\u7684\u53c2\u6570\uff0c\u4ee5\u53ca\u9690\u85cf\u5c42\u4e2a\u6570\uff0c\u53ca\u8f93\u51fa\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">net<-newff(n.neurons=<span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">13<\/span>,<span class=\"code-snippet__number\">5<\/span>,<span class=\"code-snippet__number\">3<\/span>,<span class=\"code-snippet__number\">1<\/span>),learning.rate.global=<span class=\"code-snippet__number\">1e-4<\/span>,momentum.global=<span class=\"code-snippet__number\">0.05<\/span>,error.criterium=<span class=\"code-snippet__string\">\"LMS\"<\/span>,Stao=<span class=\"code-snippet__literal\">NA<\/span>,hidden.layer=<span class=\"code-snippet__string\">\"tansig\"<\/span>,output.layer=<span class=\"code-snippet__string\">\"purelin\"<\/span>,method=<span class=\"code-snippet__string\">\"ADAPTgdwm\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bad\u7ec3\u6a21\u578b<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">result<-train(net,train[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>],train[,<span class=\"code-snippet__number\">14<\/span>],report=<span class=\"code-snippet__literal\">TRUE<\/span>,show.step=<span class=\"code-snippet__number\">100<\/span>,n.shows=<span class=\"code-snippet__number\">5<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.2684563758389262\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_kHvicRa3j7JINhqNlaTUTfy6LSeH5w.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZGaPQ5icn2MxxhiaarpzNicgXaYg7kHvicRa3j7JINhqNlaTUTfy6LSeH5w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"298\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9884\u6d4b\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">y<-sim(result$net,test[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8ba1\u7b97\u5747\u65b9\u8bef\u5dee\uff08\u6a21\u578b\u8bc4\u4f30\u6307\u6807\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">error<-<span class=\"code-snippet__built_in\">sqrt<\/span>(<span class=\"code-snippet__built_in\">sum<\/span>(y-test$medv)^<span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8f93\u51fa\u9884\u6d4b\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">y<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.889655172413793\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_5cJbWzSiadCuqJBoBg53XfJg4LibjA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZEpM9IT9kk7QJiaOcjpOdrFC5LqZ5cJbWzSiadCuqJBoBg53XfJg4LibjA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"145\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">error<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">dim<\/span>(y)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.39869281045751637\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_LoN12I58GyudVnVicefI9oBsT3oFRQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZN9icKVJMgdaNPEeAsqhF4xTvDZLoN12I58GyudVnVicefI9oBsT3oFRQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"153\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53ef\u4ee5\u770b\u5230\u8f93\u51fa\u4e86\u4e00\u4e2a99\u884c\u7684\u623f\u4ef7\u9884\u6d4b\u7ed3\u679c\u54e6\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9884\u6d4b\u503c\u4e0e\u539f\u59cb\u503c\u7684\u6563\u70b9\u5bf9\u6bd4\u56fe<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">plot(test[,<span class=\"code-snippet__number\">14<\/span>],test[,<span class=\"code-snippet__number\">14<\/span>],col=<span class=\"code-snippet__string\">\"blue\"<\/span>,pch=<span class=\"code-snippet__string\">\"+\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">points(test[,<span class=\"code-snippet__number\">14<\/span>],y,col=<span class=\"code-snippet__string\">\"red\"<\/span>,pch=<span class=\"code-snippet__string\">\"x\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.804953560371517\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_eZBZ9EIsuzBicib222CIz7mJia2LXg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZ58icqoE5jcpGIsTFvZNQeicjPxje2eZBZ9EIsuzBicib222CIz7mJia2LXg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"323\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"display: flex;flex-flow: row;margin: 10px 0% 20px;text-align: left;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 0 0 0%;height: auto;align-self: flex-start;line-height: 0;\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: -20px;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 8px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(245, 241, 224);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 16px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-radius: 21px 21px 0px 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(231, 215, 173);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;background-color: rgb(245, 241, 224);flex: 100 100 0%;align-self: flex-start;height: auto;border-right: 0px none rgb(62, 62, 62);border-top-right-radius: 12px;overflow: hidden;box-shadow: rgb(231, 215, 173) 0px 6px 0px;\">\n<section style=\"margin: 20px 0% 30px;\" powered-by=\"xiumi.us\">\n<section style=\"padding-right: 10px;padding-left: 10px;text-align: justify;letter-spacing: 1px;\">\n<p>\u7ed3\u679c\u7684\u6563\u70b9\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u6a21\u578b\u53ef\u4ee5\u57fa\u672c\u9884\u6d4b\u51fa\u623f\u4ef7\u7684\u4e00\u4e2a\u5927\u81f4\u8d8b\u52bf\uff0c\u4f46\u662f\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u8bef\u5dee\uff0c\u8bf4\u660e\u795e\u7ecf\u7f51\u7edc\u4e5f\u9884\u6d4b\u4e0d\u51c6\u623f\u4ef7\uff01\uff01\u73a9\u7b11\u8bdd\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u6211\u4eec\u6ca1\u6709\u4e8b\u5148\u5bf9\u53d8\u91cf\u8fdb\u884c\u6709\u6548\u7684\u63d0\u53d6\uff0c\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u4e0b\u964d\uff0c\u5c0f\u4f19\u4f34\u4eec\u5728\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u65f6\u4e5f\u9700\u8981\u7ed3\u5408\u4e00\u4e9b\u6709\u6548\u7684\u65b9\u6cd5\u6765\u5bf9\u6570\u636e\u8fdb\u884c\u4e00\u4e9b\u5904\u7406\uff0c\u6bd5\u7adf\u518d\u5f3a\u7684\u6a21\u578b\u4e5f\u9700\u8981\u4e00\u4e2a\u597d\u7684\u6570\u636e\u652f\u6491\uff01\u5c0f\u4f19\u4f34\u4eec\u662f\u4e0d\u662f\u611f\u89c9\u5176\u5b9e\u5e76\u6ca1\u6709\u60f3\u8c61\u4e2d\u7684\u90a3\u4e48\u7e41\u7410\uff1f\u624b\u5934\u6709\u6570\u636e\u7684\u5c0f\u4f19\u4f34\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u7740\u8fd0\u884c\u4e00\u4e0b\u8bd5\u8bd5\u770b\u3002<\/p>\n<p>\u770b\u5230\u8fd9\u91cc\u662f\u4e0d\u662f\u5df2\u7ecf\u88ab\u5927\u6d77\u54e5\u7684\u5b66\u8bc6\u6298\u670d\u4e86\uff01\u5176\u5b9e\u795e\u7ecf\u7f51\u7edc\u7684\u5185\u5bb9\u8fdc\u8fdc\u4e0d\u6b62\u5927\u6d77\u54e5\u4ecb\u7ecd\u7684\u8fd9\u4e9b\uff0c\u8fd8\u6709\u66f4\u6df1\u66f4\u5e7f\u7684\u77e5\u8bc6\u9700\u8981\u6211\u4eec\u63a2\u7d22\uff0c\u5176\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u5927\u6d77\u54e5\u6784\u5efa\u7684\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd8\u5305\u62ec\u5404\u79cd\u5404\u6837\u7684\u53d8\u79cd\u548c\u67b6\u6784\uff0c\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7b49\uff0c\u5b83\u4eec\u5404\u81ea\u5728\u4e0d\u540c\u7684\u4efb\u52a1\u4e2d\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002\u603b\u4e4b\uff0c\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\uff0c\u6b63\u5728\u6539\u53d8\u7740\u6211\u4eec\u7684\u4e16\u754c\u3002\u5b83\u662f\u672a\u6765\u7684\u5173\u952e\uff0c\u4e5f\u662f\u6211\u4eec\u9700\u8981\u5bc6\u5207\u5173\u6ce8\u548c\u7406\u89e3\u7684\u91cd\u8981\u6982\u5ff5\u3002<\/p>\n<p><span style=\"letter-spacing: 0px;\">\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u53c2\u89c2\u54df\uff0c\u7f51\u5740\uff1ahttp:\/\/www.biocloudservice.com\/home.html\uff09<\/span><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"border-bottom: 2px solid rgb(0, 150, 136);text-align: left;font-size: 12px;\" powered-by=\"xiumi.us\">\n<p><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwNjE0MDY3MQ==&mid=2650761303&idx=2&sn=6f73471d1e82c56c0b2160d0fcd32d53&scene=21#wechat_redirect\" textvalue=\"\" linktype=\"image\" imgurl=\"https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/YHGRXkSxjSSYqN0u6bwwXzLCBdlX9BXOYJyjlsib6bQ74Wibtria9gSC4sqocafb5YBQcZWdQRrtP2Xo7vaFWaecA\/0?wx_fmt=jpeg\" imgdata=\"[object Object]\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener\"><span class=\"js_jump_icon h5_image_link\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.35083798882681566\" data-s=\"300,640\" 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\/><\/p>\n<p>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\u8fdb\u5165\u7f51\u5740<\/p>\n<\/section>\n<section style=\"margin-left: 8%;margin-right: 8%;line-height: 1.1em;\" powered-by=\"xiumi.us\">\n<section style=\"width: 0px;display: inline-block;vertical-align: top;border-top: 1em solid rgb(0, 150, 136);border-left: 0.8em solid transparent !important;border-right: 0.8em solid transparent !important;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<\/section>\n<p style=\"display: none;margin-bottom: 24px;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<div class=\"msg_source_url\"><a href=\"http:\/\/www.biocloudservice.com\/home.html\" target=\"_blank\" rel=\"noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/div>\n<p><\/content><\/p>\n<div class=\"msg_source_url\"><a href=\"http:\/\/www.biocloudservice.com\/home.html\" target=\"_blank\" 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powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u4eec\u5927\u5bb6\u597d\uff0c\u6211\u8fd8\u662f\u90a3\u4e2a\u5927\u6d77\u54e5\uff0c\u4eca\u5929\u5927\u6d77\u54e5\u7a81\u7136\u770b\u5230\u4e86\u4e00\u67612016\u5e74\u7684\u8001\u65b0\u95fb\uff0c\u5f53\u65f6\u53ef\u662f\u8f70\u52a8\u5168\u7403\uff0c\u5f88\u591a\u5c0f\u4f19\u4f34\u53ef\u80fd\u5df2\u7ecf\u731c\u5230\u4e86\uff0c\u6ca1\u9519\uff0c\u5c31\u662f\u4eba\u673a\u5927\u6218\u2014\u2014AlphaGo\u5bf9\u6218\u56f4\u68cb\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\uff0c\u8c37\u6b4c\u65d7\u4e0b\u7684AlphaGo\u4ee5\u60ca\u4eba\u7684\u667a\u6167\u6218\u80dc\u4e86\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\u3002\u8fd9\u4e00\u80dc\u5229\u5e76\u4e0d\u4ec5\u4ec5\u662f\u4eba\u5de5\u667a\u80fd\u7684\u80dc\u5229\uff0c\u66f4\u662f\u795e\u7ecf\u7f51\u7edc\u6280\u672f\u7684\u5dc5\u5cf0\u4e4b\u4f5c\u3002<\/p>\n<p>\u81ea\u795e\u7ecf\u7f51\u7edc\u4ea7\u751f\u4ee5\u6765\uff0c\u4eba\u4eec\u6784\u5efa\u5176\u6a21\u578b\u5927\u591a\u90fd\u662f\u4f7f\u7528python\uff0c\u800c\u54b1\u4eec\u751f\u4fe1\u7684\u5c0f\u4f19\u4f34\u4eec\u5bf9\u4e8eR\u8bed\u8a00\u4f1a\u66f4\u5728\u884c\uff0c\u90a3\u5f88\u591a\u5c0f\u4f19\u4f34\u4f1a\u53d1\u51fa\u7591\u95ee\uff0cR\u8bed\u8a00\u53ef\u4ee5\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5417\uff1f\u5927\u6d77\u54e5\u53ef\u4ee5\u80af\u5b9a\u7684\u8bf4\uff0c\u5f53\u7136\uff01\u5e76\u4e14\u5b9e\u73b0\u8d77\u6765\u975e\u5e38\u7b80\u5355\uff01\u90a3\u4e48\u5b9e\u73b0\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u4e86\u89e3\u4e00\u4e0b\uff0c\u795e\u7ecf\u7f51\u7edc\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u53d7\u5230\u4eba\u8111\u795e\u7ecf\u5143\u542f\u53d1\u7684\u8ba1\u7b97\u6a21\u578b\u3002\u5b83\u7684\u5de5\u4f5c\u65b9\u5f0f\u5c31\u50cf\u4eba\u8111\u4e2d\u7684\u795e\u7ecf\u5143\u76f8\u4e92\u8fde\u63a5\uff0c\u901a\u8fc7\u4e0d\u65ad\u7684\u5b66\u4e60\u548c\u8c03\u6574\u6743\u91cd\uff0c\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u81ea\u4e3b\u5730\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u7406\u89e3\u590d\u6742\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u3002\u6b63\u662f\u56e0\u4e3a\u795e\u7ecf\u7f51\u7edc\u7684\u5f3a\u5927\uff0cAlphaGo\u624d\u80fd\u591f\u5728\u56f4\u68cb\u8fd9\u4e2a\u6781\u5176\u590d\u6742\u7684\u9886\u57df\u53d6\u5f97\u80dc\u5229\u3002\u9664\u4e86\u56f4\u68cb\uff0c\u795e\u7ecf\u7f51\u7edc\u8fd8\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u3002\u65e0\u4eba\u9a7e\u9a76\u6c7d\u8f66\u9700\u8981\u4e0d\u65ad\u5730\u611f\u77e5\u5468\u56f4\u73af\u5883\u3001\u505a\u51fa\u51b3\u7b56\u5e76\u63a7\u5236\u6c7d\u8f66\u884c\u9a76\uff0c\u8fd9\u4e00\u5207\u90fd\u79bb\u4e0d\u5f00\u795e\u7ecf\u7f51\u7edc\u7684\u5e2e\u52a9\u3002\u901a\u8fc7\u5927\u91cf\u7684\u8bad\u7ec3\u548c\u6570\u636e\uff0c\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u8ba9\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u66f4\u52a0\u667a\u80fd\u3001\u5b89\u5168\u5730\u4e0a\u8def\u3002\u603b\u4e4b\uff0c\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\uff0c\u6b63\u5728\u6539\u53d8\u7740\u6211\u4eec\u7684\u4e16\u754c\u3002\u5b83\u662f\u672a\u6765\u7684\u5173\u952e\uff0c\u4e5f\u662f\u6211\u4eec\u9700\u8981\u5bc6\u5207\u5173\u6ce8\u548c\u7406\u89e3\u7684\u91cd\u8981\u6982\u5ff5\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u6df1\u5165\u63a2\u8ba8\u795e\u7ecf\u7f51\u7edc\u7684\u5965\u79d8\uff0c\u63a2\u7d22\u5b83\u5982\u4f55\u5f15\u9886\u7740\u6211\u4eec\u8fdb\u5165\u4e00\u4e2a\u5168\u65b0\u7684\u667a\u80fd\u5316\u4e16\u754c\u3002<\/p>\n<p>\u90a3\u4e48\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n<\/section>\n<section 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style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: center;padding-right: 18px;padding-left: 18px;\">\n<section style=\"text-align: center;margin-top: 20px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 0px;height: 0px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 13px 8px 0px;border-color: rgb(93, 91, 92) rgba(255, 255, 255, 0) rgb(251, 133, 129);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;height: auto;align-self: center;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p powered-by=\"xiumi.us\">\u9996\u5148\u6211\u4eec\u9700\u8981\u4e86\u89e3\u4e00\u4e0b\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff0c\u5728\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u4e2d\u901a\u5e38\u4f1a\u5206\u6210\u8fd9\u6837\u51e0\u5c42\uff1a<\/p>\n<section style=\"text-align: left;justify-content: flex-start;margin-top: 20px;margin-bottom: 10px;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;background-color: rgb(255, 238, 211);min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\n<section style=\"color: rgb(32, 70, 126);text-align: center;letter-spacing: 1.2px;padding-right: 20px;padding-left: 20px;\" powered-by=\"xiumi.us\">\n<p>1\u3001\u8f93\u5165\u5c42\uff08input layer\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;margin-top: 20px;margin-bottom: 10px;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;background-color: rgb(255, 238, 211);min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\n<section style=\"color: rgb(32, 70, 126);text-align: center;letter-spacing: 1.2px;padding-right: 20px;padding-left: 20px;\" powered-by=\"xiumi.us\">\n<p>2\u3001\u9690\u85cf\u5c42\uff08hidden layer\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;margin-top: 20px;margin-bottom: 10px;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;background-color: rgb(255, 238, 211);min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\n<section style=\"color: rgb(32, 70, 126);text-align: center;letter-spacing: 1.2px;padding-right: 20px;padding-left: 20px;\" powered-by=\"xiumi.us\">\n<p>3\u3001\u8f93\u51fa\u5c42\uff08output layer\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<p powered-by=\"xiumi.us\">\u4eca\u5929\u5927\u6d77\u54e5\u4f7f\u7528\u7684\u662f\u5b98\u65b9\u7684\u6ce2\u58eb\u987f\u623f\u4ef7\u6570\u636e\u96c6\uff0c\u5206\u6790\u7684\u76ee\u7684\u5c31\u662f\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u6a21\u578b\u6765\u9884\u6d4b\u6ce2\u58eb\u987f\u623f\u4ef7\u3002\u9996\u5148\u6211\u4eec\u6765\u770b\u4e00\u4e0b\u6570\u636e\u6837\u4f8b\u3002<\/p>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.37400228050171036\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_pj6MXs4Sym20faibGAH6ueicfjuebg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZGBKYc9VvOKKHpjeOGgbh4yzyfgpj6MXs4Sym20faibGAH6ueicfjuebg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"877\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">\u8be5\u6570\u636e\u6bcf\u884c\u6570\u636e\u4ee3\u8868\u4e0d\u540c\u5c0f\u533a\u7684\u4e0d\u540c\u7279\u5f81\uff0c\u5176\u4e2dmedv\u4e3a\u623f\u5b50\u5e73\u5747\u4ef7\u683c\uff0c\u4e5f\u5c31\u662f\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u53d8\u91cf\u3002\u6570\u636e\u5171\u6709<span class=\"code-snippet__number\">500<\/span>\u4e2a\u6837\u672c\uff0c\u6211\u4eec\u6309<span class=\"code-snippet__number\">8<\/span>:<span class=\"code-snippet__number\">2<\/span>\u7684\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002\u63a5\u7740\u8ba9\u6211\u4eec\u5c55\u5f00\u5206\u6790\u5427\uff01<\/span><\/code><code><span class=\"code-snippet_outer\">library(nnet)<\/span><\/code><code><span class=\"code-snippet_outer\">library(MASS)<\/span><\/code><code><span class=\"code-snippet_outer\">library(caret)<\/span><\/code><code><span class=\"code-snippet_outer\">library(AMORE)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u52a0\u8f7d\u6570\u636e\uff0c\u6570\u636e\u6765\u6e90\u4e8eMASS\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">boston=MASS::Boston<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6570\u636e\u6807\u51c6\u5316<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">boston[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>] <- apply(boston[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>],<span class=\"code-snippet__number\">2<\/span>,scale)<\/span><\/code><code><span class=\"code-snippet_outer\">head(boston)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.366306027820711\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_56NdxWRYHmIzn6Q8EgcEzJEc4iaNMA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZCwCC4x7XrP7ibC5mXA5P81MSCb56NdxWRYHmIzn6Q8EgcEzJEc4iaNMA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"647\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">indexes = createDataPartition(boston$medv,p=<span class=\"code-snippet__number\">0.8<\/span>,<span class=\"code-snippet__built_in\">list<\/span>=<span class=\"code-snippet__built_in\">F<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">train=boston[indexes,]<\/span><\/code><code><span class=\"code-snippet_outer\">test=boston[-indexes,]<\/span><\/code><code><span class=\"code-snippet_outer\">str(boston)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.405103668261563\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_ia7P8GtpZcibuIiaRmm5F7OCtIVRjw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZQiagA7mSSzVmZHEUEqSWNkC1ianAaia7P8GtpZcibuIiaRmm5F7OCtIVRjw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"627\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6784\u5efa\u7f51\u7edc\uff0cn.neurons\u8868\u793a\u8f93\u5165\u7684\u53c2\u6570\uff0c\u4ee5\u53ca\u9690\u85cf\u5c42\u4e2a\u6570\uff0c\u53ca\u8f93\u51fa\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">net<-newff(n.neurons=<span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">13<\/span>,<span class=\"code-snippet__number\">5<\/span>,<span class=\"code-snippet__number\">3<\/span>,<span class=\"code-snippet__number\">1<\/span>),learning.rate.global=<span class=\"code-snippet__number\">1e-4<\/span>,momentum.global=<span class=\"code-snippet__number\">0.05<\/span>,error.criterium=<span class=\"code-snippet__string\">\"LMS\"<\/span>,Stao=<span class=\"code-snippet__literal\">NA<\/span>,hidden.layer=<span class=\"code-snippet__string\">\"tansig\"<\/span>,output.layer=<span class=\"code-snippet__string\">\"purelin\"<\/span>,method=<span class=\"code-snippet__string\">\"ADAPTgdwm\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bad\u7ec3\u6a21\u578b<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">result<-train(net,train[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>],train[,<span class=\"code-snippet__number\">14<\/span>],report=<span class=\"code-snippet__literal\">TRUE<\/span>,show.step=<span class=\"code-snippet__number\">100<\/span>,n.shows=<span class=\"code-snippet__number\">5<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.2684563758389262\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_kHvicRa3j7JINhqNlaTUTfy6LSeH5w.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZGaPQ5icn2MxxhiaarpzNicgXaYg7kHvicRa3j7JINhqNlaTUTfy6LSeH5w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"298\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9884\u6d4b\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">y<-sim(result$net,test[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">13<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8ba1\u7b97\u5747\u65b9\u8bef\u5dee\uff08\u6a21\u578b\u8bc4\u4f30\u6307\u6807\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">error<-<span class=\"code-snippet__built_in\">sqrt<\/span>(<span class=\"code-snippet__built_in\">sum<\/span>(y-test$medv)^<span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8f93\u51fa\u9884\u6d4b\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">y<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.889655172413793\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_5cJbWzSiadCuqJBoBg53XfJg4LibjA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZEpM9IT9kk7QJiaOcjpOdrFC5LqZ5cJbWzSiadCuqJBoBg53XfJg4LibjA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"145\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">error<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">dim<\/span>(y)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.39869281045751637\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_LoN12I58GyudVnVicefI9oBsT3oFRQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZN9icKVJMgdaNPEeAsqhF4xTvDZLoN12I58GyudVnVicefI9oBsT3oFRQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"153\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53ef\u4ee5\u770b\u5230\u8f93\u51fa\u4e86\u4e00\u4e2a99\u884c\u7684\u623f\u4ef7\u9884\u6d4b\u7ed3\u679c\u54e6\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9884\u6d4b\u503c\u4e0e\u539f\u59cb\u503c\u7684\u6563\u70b9\u5bf9\u6bd4\u56fe<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">plot(test[,<span class=\"code-snippet__number\">14<\/span>],test[,<span class=\"code-snippet__number\">14<\/span>],col=<span class=\"code-snippet__string\">\"blue\"<\/span>,pch=<span class=\"code-snippet__string\">\"+\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">points(test[,<span class=\"code-snippet__number\">14<\/span>],y,col=<span class=\"code-snippet__string\">\"red\"<\/span>,pch=<span class=\"code-snippet__string\">\"x\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.804953560371517\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_eZBZ9EIsuzBicib222CIz7mJia2LXg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQ5xsQEjER1Mt4icFHDgEkNZ58icqoE5jcpGIsTFvZNQeicjPxje2eZBZ9EIsuzBicib222CIz7mJia2LXg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"323\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"display: flex;flex-flow: row;margin: 10px 0% 20px;text-align: left;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 0 0 0%;height: auto;align-self: flex-start;line-height: 0;\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: -20px;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 8px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(245, 241, 224);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 16px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-radius: 21px 21px 0px 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(231, 215, 173);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;background-color: rgb(245, 241, 224);flex: 100 100 0%;align-self: flex-start;height: auto;border-right: 0px none rgb(62, 62, 62);border-top-right-radius: 12px;overflow: hidden;box-shadow: rgb(231, 215, 173) 0px 6px 0px;\">\n<section style=\"margin: 20px 0% 30px;\" powered-by=\"xiumi.us\">\n<section style=\"padding-right: 10px;padding-left: 10px;text-align: justify;letter-spacing: 1px;\">\n<p>\u7ed3\u679c\u7684\u6563\u70b9\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u6a21\u578b\u53ef\u4ee5\u57fa\u672c\u9884\u6d4b\u51fa\u623f\u4ef7\u7684\u4e00\u4e2a\u5927\u81f4\u8d8b\u52bf\uff0c\u4f46\u662f\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u8bef\u5dee\uff0c\u8bf4\u660e\u795e\u7ecf\u7f51\u7edc\u4e5f\u9884\u6d4b\u4e0d\u51c6\u623f\u4ef7\uff01\uff01\u73a9\u7b11\u8bdd\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u6211\u4eec\u6ca1\u6709\u4e8b\u5148\u5bf9\u53d8\u91cf\u8fdb\u884c\u6709\u6548\u7684\u63d0\u53d6\uff0c\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u4e0b\u964d\uff0c\u5c0f\u4f19\u4f34\u4eec\u5728\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u65f6\u4e5f\u9700\u8981\u7ed3\u5408\u4e00\u4e9b\u6709\u6548\u7684\u65b9\u6cd5\u6765\u5bf9\u6570\u636e\u8fdb\u884c\u4e00\u4e9b\u5904\u7406\uff0c\u6bd5\u7adf\u518d\u5f3a\u7684\u6a21\u578b\u4e5f\u9700\u8981\u4e00\u4e2a\u597d\u7684\u6570\u636e\u652f\u6491\uff01\u5c0f\u4f19\u4f34\u4eec\u662f\u4e0d\u662f\u611f\u89c9\u5176\u5b9e\u5e76\u6ca1\u6709\u60f3\u8c61\u4e2d\u7684\u90a3\u4e48\u7e41\u7410\uff1f\u624b\u5934\u6709\u6570\u636e\u7684\u5c0f\u4f19\u4f34\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u7740\u8fd0\u884c\u4e00\u4e0b\u8bd5\u8bd5\u770b\u3002<\/p>\n<p>\u770b\u5230\u8fd9\u91cc\u662f\u4e0d\u662f\u5df2\u7ecf\u88ab\u5927\u6d77\u54e5\u7684\u5b66\u8bc6\u6298\u670d\u4e86\uff01\u5176\u5b9e\u795e\u7ecf\u7f51\u7edc\u7684\u5185\u5bb9\u8fdc\u8fdc\u4e0d\u6b62\u5927\u6d77\u54e5\u4ecb\u7ecd\u7684\u8fd9\u4e9b\uff0c\u8fd8\u6709\u66f4\u6df1\u66f4\u5e7f\u7684\u77e5\u8bc6\u9700\u8981\u6211\u4eec\u63a2\u7d22\uff0c\u5176\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u5927\u6d77\u54e5\u6784\u5efa\u7684\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd8\u5305\u62ec\u5404\u79cd\u5404\u6837\u7684\u53d8\u79cd\u548c\u67b6\u6784\uff0c\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7b49\uff0c\u5b83\u4eec\u5404\u81ea\u5728\u4e0d\u540c\u7684\u4efb\u52a1\u4e2d\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002\u603b\u4e4b\uff0c\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\uff0c\u6b63\u5728\u6539\u53d8\u7740\u6211\u4eec\u7684\u4e16\u754c\u3002\u5b83\u662f\u672a\u6765\u7684\u5173\u952e\uff0c\u4e5f\u662f\u6211\u4eec\u9700\u8981\u5bc6\u5207\u5173\u6ce8\u548c\u7406\u89e3\u7684\u91cd\u8981\u6982\u5ff5\u3002<\/p>\n<p><span style=\"letter-spacing: 0px;\">\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u53c2\u89c2\u54df\uff0c\u7f51\u5740\uff1ahttp:\/\/www.biocloudservice.com\/home.html\uff09<\/span><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"border-bottom: 2px solid rgb(0, 150, 136);text-align: left;font-size: 12px;\" powered-by=\"xiumi.us\">\n<p><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwNjE0MDY3MQ==&mid=2650761303&idx=2&sn=6f73471d1e82c56c0b2160d0fcd32d53&scene=21#wechat_redirect\" textvalue=\"\" linktype=\"image\" imgurl=\"https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/YHGRXkSxjSSYqN0u6bwwXzLCBdlX9BXOYJyjlsib6bQ74Wibtria9gSC4sqocafb5YBQcZWdQRrtP2Xo7vaFWaecA\/0?wx_fmt=jpeg\" imgdata=\"[object Object]\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener\"><span class=\"js_jump_icon h5_image_link\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.35083798882681566\" data-s=\"300,640\" 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