{"id":2708,"date":"2020-01-10T16:38:15","date_gmt":"2020-01-10T08:38:15","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=2708"},"modified":"2020-01-10T16:38:15","modified_gmt":"2020-01-10T08:38:15","slug":"%e3%80%90%e5%90%b4%e6%81%a9%e8%be%be%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e3%80%91%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%a6%82%e8%ae%ba","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/2708\/","title":{"rendered":"\u3010\u5434\u6069\u8fbe\u6df1\u5ea6\u5b66\u4e60\u3011\u6df1\u5ea6\u5b66\u4e60\u6982\u8bba"},"content":{"rendered":"\n<p>\u5434\u6069\u8fbe\u6df1\u5ea6\u5b66\u4e60\u7b2c\u4e00\u8bfe\u7b2c\u4e00\u5468  \u6df1\u5ea6\u5b66\u4e60\u6982\u8bba\uff08\u5305\u62ec\u4f5c\u4e1a\uff09<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"282\" height=\"152\" src=\"\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-38.png\" alt=\"\" class=\"wp-image-2751\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">1.\u4ec0\u4e48\u662f\u795e\u7ecf\u7f51\u7edc<\/h2>\n\n\n<p>\u4e0b\u56fe\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7528\u6765\u9884\u6d4b\u623f\u5b50\u7684\u623f\u4ef7<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"420\" src=\"\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-31-1024x420.png\" alt=\"\" class=\"wp-image-2709\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-31-1024x420.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-31-300x123.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-31-768x315.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-31.png 1095w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-32-300x149.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-32-768x381.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-32-1536x763.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-32-1200x596.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-32.png 1621w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"312\" src=\"\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33-1024x312.png\" alt=\"\" class=\"wp-image-2711\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33-1024x312.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33-300x91.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33-768x234.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33-1536x467.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33-1200x365.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-33.png 1637w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-34-768x347.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-34-1536x694.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-34-1200x542.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-34.png 1613w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5bf9\u4e8e\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u901a\u5e38\u6307\u7684\u662f\u5177\u4f53\u7684\u6570\u636e\u3002\u800c\u975e\u7ed3\u6784\u5316\u7684\uff0c\u6307\u7684\u662f\u8bed\u97f3\u3001\u6587\u672c\u3001\u56fe\u7247\u7b49\u3002\u4e0d\u8fc7\u5e78\u8fd0\u7684\u662f\uff0c\u73b0\u5728\u7684\u8ba1\u7b97\u673a\u5bf9\u4e8e\u975e\u7ed3\u6784\u5316\u6570\u636e\u90fd\u6709\u4e00\u4e2a\u6bd4\u8f83\u597d\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">3.\u4e3a\u4ec0\u4e48\u6df1\u5ea6\u5b66\u4e60\u4f1a\u5174\u8d77<\/h2>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"482\" src=\"\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-1024x482.png\" alt=\"\" class=\"wp-image-2713\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-1024x482.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-300x141.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-768x362.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-1200x565.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35.png 1533w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5982\u4e0a\u56fe\u3002\u4e4b\u6240\u4ee5\u8fd9\u51e0\u5e74\u6df1\u5ea6\u5b66\u4e60\u5174\u8d77\uff0c\u4e0d\u4ec5\u662f\u56e0\u4e3a\u8ba1\u7b97\u80fd\u529b\u7684\u4e0a\u5347\uff08\u5f53\u7136\u6709\u8fd9\u90e8\u5206\u56e0\u7d20\uff09\uff0c\u8fd8\u56e0\u4e3a\u968f\u7740\u4eba\u4eec\u4fe1\u606f\u91c7\u96c6\u80fd\u529b\u7684\u4e0a\u5347\uff0c\u83b7\u53d6\u8f83\u5927\u6570\u636e\u91cf\u53d8\u5f97\u8d8a\u6765\u8d8a\u7b80\u5355\uff0c\u56e0\u6b64\u6df1\u5ea6\u5b66\u4e60\u7684\u4f7f\u7528\u9891\u7387\u4e5f\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5728\u521d\u59cb\u9636\u6bb5\uff08\u9760\u8fd1\u539f\u70b9\uff09\uff0c\u4e0d\u7ba1\u662f\u53e4\u5178\u673a\u5668\u5b66\u4e60\u8fd8\u662f\u795e\u7ecf\u7f51\u7edc\uff0c\u4ed6\u4eec\u7684\u51c6\u786e\u7387\u90fd\u6ca1\u529e\u6cd5\u7cbe\u786e\u5730\u6392\u5e8f\uff0c\u4f4e\u6570\u636e\u60c5\u51b5\u4e0b\uff0c\u4e00\u4e2a\u7ecf\u8fc7\u826f\u597d\u5904\u7406\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5f88\u53ef\u80fd\u6bd4\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6216\u8005\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6709\u66f4\u597d\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u6d4b\u9a8c<\/h2>\n\n\n<p><strong>1.\u548c\u201cAI\u662f\u65b0\u7535\u529b\u201d\u76f8\u7c7b\u4f3c\u7684\u8bf4\u6cd5\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n\n\n<ol><li> AI\u4e3a\u6211\u4eec\u7684\u5bb6\u5ead\u548c\u529e\u516c\u5ba4\u7684\u4e2a\u4eba\u8bbe\u5907\u4f9b\u7535\uff0c\u7c7b\u4f3c\u4e8e\u7535\u529b\u3002<\/li><li>\u901a\u8fc7\u201c\u667a\u80fd\u7535\u7f51\u201d\uff0cAI\u63d0\u4f9b\u65b0\u7684\u7535\u80fd\u3002<\/li><li> AI\u5728\u8ba1\u7b97\u673a\u4e0a\u8fd0\u884c\uff0c\u200b\u200b\u5e76\u7531\u7535\u529b\u9a71\u52a8\uff0c\u4f46\u662f\u5b83\u6b63\u5728\u8ba9\u4ee5\u524d\u7684\u8ba1\u7b97\u673a\u4e0d\u80fd\u505a\u7684\u4e8b\u60c5\u53d8\u4e3a\u53ef\u80fd\u3002<\/li><li>\u5c31\u50cf100\u5e74\u524d\u4ea7\u751f\u7535\u80fd\u4e00\u6837\uff0cAI\u6b63\u5728\u6539\u53d8\u5f88\u591a\u7684\u884c\u4e1a\u3002 <\/li><\/ol>\n\n\n<p>(4)<\/p>\n\n\n<p><strong>2. \u54ea\u4e9b\u662f\u6df1\u5ea6\u5b66\u4e60\u5feb\u901f\u53d1\u5c55\u7684\u539f\u56e0\uff1f <\/strong><\/p>\n\n\n<ol><li>  \u73b0\u5728\u6211\u4eec\u6709\u4e86\u66f4\u597d\u66f4\u5feb\u7684\u8ba1\u7b97\u80fd\u529b\u3002<\/li><li>\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u4e2a\u5168\u65b0\u7684\u9886\u57df\u3002<\/li><li> \u6211\u4eec\u73b0\u5728\u53ef\u4ee5\u83b7\u5f97\u66f4\u591a\u7684\u6570\u636e\u3002<\/li><li>\u6df1\u5ea6\u5b66\u4e60\u5df2\u7ecf\u53d6\u5f97\u4e86\u91cd\u5927\u7684\u8fdb\u5c55\uff0c\u6bd4\u5982\u5728\u5728\u7ebf\u5e7f\u544a\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u56fe\u50cf\u8bc6\u522b\u65b9\u9762\u6709\u4e86\u5f88\u591a\u7684\u5e94\u7528\u3002 <\/li><\/ol>\n\n\n<p>(1\u30013)<\/p>\n\n\n<p><strong>3. \u56de\u60f3\u4e00\u4e0b\u5173\u4e8e\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u601d\u60f3\u7684\u8fed\u4ee3\u56fe\u3002\u4e0b\u9762\u54ea(\u4e2a\/\u4e9b)\u9648\u8ff0\u662f\u6b63\u786e\u7684\uff1f <\/strong><\/p>\n\n\n<ol><li>\u80fd\u591f\u8ba9\u6df1\u5ea6\u5b66\u4e60\u5de5\u7a0b\u5e08\u5feb\u901f\u5730\u5b9e\u73b0\u81ea\u5df1\u7684\u60f3\u6cd5\u3002<\/li><li> \u5728\u66f4\u597d\u66f4\u5feb\u7684\u8ba1\u7b97\u673a\u4e0a\u80fd\u591f\u5e2e\u52a9\u4e00\u4e2a\u56e2\u961f\u51cf\u5c11\u8fed\u4ee3(\u8bad\u7ec3)\u7684\u65f6\u95f4\u3002<\/li><li> \u5728\u6570\u636e\u91cf\u5f88\u591a\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e0a\u7684\u65f6\u95f4\u8981\u5feb\u4e8e\u5c0f\u6570\u636e\u96c6\u3002<\/li><li> \u4f7f\u7528\u66f4\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u4f7f\u6211\u4eec\u80fd\u591f\u66f4\u5feb\u5730\u8bad\u7ec3\u597d\u6a21\u578b\uff08\u5373\u4f7f\u66f4\u6362CPU \/ GPU\u786c\u4ef6\uff09\u3002<\/li><\/ol>\n\n\n<p>\uff081\u30012\u30014\uff09<\/p>\n\n\n<p><strong>4. 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class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"823\" height=\"611\" src=\"\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-39.png\" alt=\"\" class=\"wp-image-2752\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-39.png 823w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-39-300x223.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-39-768x570.png 768w\" sizes=\"(max-width: 823px) 100vw, 823px\" \/><\/figure><\/div>\n\n\n<p><strong>6. \u7528\u4e8e\u8bc6\u522b\u732b\u7684\u56fe\u50cf\u662f\u201c\u7ed3\u6784\u5316\u201d\u6570\u636e\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u56e0\u4e3a\u5b83\u5728\u8ba1\u7b97\u673a\u4e2d\u88ab\u8868\u793a\u4e3a\u7ed3\u6784\u5316\u77e9\u9635\uff0c\u662f\u771f\u7684\u5417\uff1f <\/strong><\/p>\n\n\n<p>\u4e0d\u662f\uff0c\u56fe\u7247\u662f\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002<\/p>\n\n\n<p><strong>7. \u7edf\u8ba1\u4e0d\u540c\u57ce\u5e02\u4eba\u53e3\u3001\u4eba\u5747GDP\u3001\u7ecf\u6d4e\u589e\u957f\u7684\u4eba\u53e3\u7edf\u8ba1\u6570\u636e\u96c6\u662f\u201c\u975e\u7ed3\u6784\u5316\u201d\u6570\u636e\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u56e0\u4e3a\u5b83\u5305\u542b\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\uff0c\u662f\u771f\u7684\u5417\uff1f <\/strong><\/p>\n\n\n<p>\u9519\u8bef\uff0c\u7531\u4e8e\u5728\u6570\u636e\u96c6\u4e2d\uff0c\u6240\u4ee5\u5c5e\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u3002<\/p>\n\n\n<p><strong>8. \u4e3a\u4ec0\u4e48\u5728\u4e0aRNN\uff08\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff09\u53ef\u4ee5\u5e94\u7528\u673a\u5668\u7ffb\u8bd1\u5c06\u82f1\u8bed\u7ffb\u8bd1\u6210\u6cd5\u8bed\uff1f  <\/strong><\/p>\n\n\n<ol><li> \u56e0\u4e3a\u5b83\u53ef\u4ee5\u88ab\u7528\u505a\u76d1\u7763\u5b66\u4e60\u3002<\/li><li>\u4e25\u683c\u610f\u4e49\u4e0a\u5b83\u6bd4\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u6548\u679c\u66f4\u597d\u3002<\/li><li>\u5b83\u6bd4\u8f83\u9002\u5408\u7528\u4e8e\u5f53\u8f93\u5165\/\u8f93\u51fa\u662f\u4e00\u4e2a\u5e8f\u5217\u7684\u65f6\u5019\uff08\u4f8b\u5982\uff1a\u4e00\u4e2a\u5355\u8bcd\u5e8f\u5217\uff09<\/li><li>RNNs\u4ee3\u8868\u9012\u5f52\u8fc7\u7a0b\uff1a\u60f3\u6cd5-&gt;\u7f16\u7801-&gt;\u5b9e\u9a8c-&gt;\u60f3\u6cd5-&gt;\u2026 <\/li><\/ol>\n\n\n<p>\uff081\u30013\uff09<\/p>\n\n\n<p><strong>9. \u4e0b\u56fe\u4e2d\uff0c\u6a2a\u8f74\uff08x\u8f74\uff09\u548c\u7eb5\u8f74\uff08y\u8f74\uff09\u4ee3\u8868\u4ec0\u4e48?  <\/strong><\/p>\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"482\" src=\"\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-1024x482.png\" alt=\"\" class=\"wp-image-2713\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-1024x482.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-300x141.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-768x362.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35-1200x565.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/01\/\u56fe\u7247-35.png 1533w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<p>x\u8f74\u662f\u6570\u636e\u91cf\uff1by\u8f74\u662f\u7b97\u6cd5\u7684\u6027\u80fd\u3002<\/p>\n\n\n<p><strong>10. \u5047\u8bbe\u4e0a\u4e00\u4e2a\u95ee\u9898\u56fe\u4e2d\u63cf\u8ff0\u7684\u662f\u51c6\u786e\u7684\uff08\u5e76\u4e14\u5e0c\u671b\u60a8\u7684\u8f74\u6807\u7b7e\u6b63\u786e\uff09\uff0c\u4ee5\u4e0b\u54ea\u4e00\u9879\u662f\u6b63\u786e\u7684? <\/strong><\/p>\n\n\n<ol><li>\u589e\u52a0\u8bad\u7ec3\u96c6\u7684\u5927\u5c0f\u901a\u5e38\u4e0d\u4f1a\u5f71\u54cd\u7b97\u6cd5\u7684\u6027\u80fd\uff0c\u4f46\u662f\u53ef\u80fd\u4f1a\u6709\u5f88\u5927\u7684\u5e2e\u52a9\u3002<\/li><li>  \u589e\u52a0\u795e\u7ecf\u7f51\u7edc\u7684\u5927\u5c0f\u901a\u5e38\u4e0d\u4f1a\u5f71\u54cd\u7b97\u6cd5\u7684\u6027\u80fd\uff0c \u4f46\u662f \u53ef\u80fd\u4f1a\u6709\u5f88\u5927\u7684\u5e2e\u52a9\u3002<\/li><li>\u51cf\u5c0f\u8bad\u7ec3\u96c6\u7684\u5927\u5c0f\u901a\u5e38\u4e0d\u4f1a\u5f71\u54cd\u7b97\u6cd5\u7684\u6027\u80fd\uff0c \u4f46\u662f \u53ef\u80fd\u4f1a\u6709\u5f88\u5927\u7684\u5e2e\u52a9\u3002<\/li><li> \u51cf\u5c0f\u795e\u7ecf\u7f51\u7edc\u7684\u5927\u5c0f\u901a\u5e38\u4e0d\u4f1a\u5f71\u54cd\u7b97\u6cd5\u7684\u6027\u80fd\uff0c \u4f46\u662f 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