{"id":60918,"date":"2021-09-24T00:36:28","date_gmt":"2021-09-23T15:36:28","guid":{"rendered":"https:\/\/smilegate.ai\/?p=60918"},"modified":"2021-09-24T00:36:29","modified_gmt":"2021-09-23T15:36:29","slug":"%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-automl","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2021\/09\/24\/%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-automl\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd AutoML \u4eba\u5de5\u667a\u80fd"},"content":{"rendered":"<p>[\u670d\u52a1\u5f00\u53d1\u56e2\u961f\uff0cHyun-Jun Han]<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4ec0\u4e48\u662f AutoML<\/p>\n\n\n\n<p>AutoML \u5b57\u9762\u610f\u601d\u662f Auto + 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\u6a21\u578b\u7684\u7814\u7a76\/\u5f00\u53d1\u548c\u5b9e\u9645\u670d\u52a1\u3002\u5982\u679c\u53ea\u544a\u77e5\u6570\u636e\u548c\u76ee\u7684\u5c31\u597d\u4e86\uff0c\u6a21\u578b\u81ea\u5df1\u5efa\u6a21\uff0c\u6a21\u578b\u5c31\u89e3\u51b3\u4e86\u6240\u6709\u7684\u95ee\u9898\uff0c\u8fd9\u9700\u8981\u4e13\u5bb6\u4eec\u82b1\u8d39\u5927\u91cf\u7684\u7cbe\u529b\u548c\u65f6\u95f4\u3002\u6b64\u5916\uff0c\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u96be\u514d\u4f1a\u9047\u5230\u5927\u91cf\u7684\u91cd\u590d\u548c\u8bd5\u9519\uff0c\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u6210\u672c\u3002\u4f46\u662f AutoML \u901a\u8fc7\u81ea\u52a8\u5316\u90e8\u5206 HPO\u3001NAS \u7b49\u6765\u5e2e\u52a9\u8282\u7701\u65f6\u95f4\u548c\u91d1\u94b1\u3002<\/p>\n\n\n\n<p class=\"has-normal-font-size\"><strong>\u65e0\u9700\u4e30\u5bcc\u7684\u4e13\u4e1a\u77e5\u8bc6\u5373\u53ef\u5b9e\u73b0\u673a\u5668\u5b66\u4e60<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"707\" height=\"292\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/09\/automl-concept-diagram2.png\" alt=\"\" class=\"wp-image-60931\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/09\/automl-concept-diagram2.png 707w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/09\/automl-concept-diagram2-300x124.png 300w\" sizes=\"(max-width: 707px) 100vw, 707px\"><figcaption>\u5fae\u8f6f \u2013 Azure 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class=\"has-normal-font-size\"><strong>\u66f4\u597d\u7684\u6027\u80fd<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"700\" height=\"442\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/09\/AutoML-Zero-Evolving-Machine-Learning-Algorithms-From-Scratch.png\" alt=\"\" class=\"wp-image-60929\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/09\/AutoML-Zero-Evolving-Machine-Learning-Algorithms-From-Scratch.png 700w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/09\/AutoML-Zero-Evolving-Machine-Learning-Algorithms-From-Scratch-300x189.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\"><figcaption><em>arXiv\uff0cAutoML-Zero\uff1a\u4ece\u96f6\u5f00\u59cb\u8fdb\u5316\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u8c37\u6b4c\u53d1\u5e03\u7684 AutoML-Zero \u65e8\u5728\u901a\u8fc7\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u6a21\u578b\u7814\u7a76\u4eba\u5458\u7684\u5e72\u9884\u6765\u6709\u6548\u5f00\u53d1\u9ad8\u6548\u6a21\u578b\u3002\u5b83\u57fa\u4e8e\u57fa\u672c\u7684\u9ad8\u4e2d\u6570\u5b66\u6982\u5ff5\uff0c\u5e76\u4f7f\u7528\u81ea\u52a8\u8fdb\u5316\u7684\u7b97\u6cd5\u3002 AutoML-Zero \u901a\u8fc7\u968f\u673a\u7ec4\u5408\u6570\u5b66\u8fd0\u7b97\u751f\u6210\u5019\u9009\u7b97\u6cd5\uff0c\u5e76\u901a\u8fc7\u7b80\u5355\u7684\u6d4b\u8bd5\u4ece\u5019\u9009\u7b97\u6cd5\u4e2d\u9009\u62e9\u6700\u4f73\u7b97\u6cd5\u3002\u5e76\u5bf9\u7b97\u6cd5\u7684\u90e8\u5206\u4ee3\u7801\u8fdb\u884c\u589e\u5220\u6539\u67e5\uff0c\u521b\u5efa\u53d8\u5f02\u7248\u672c\uff0c\u5220\u9664\u5197\u4f59\u7b97\u6cd5\u3002\u5982\u679c\u751f\u6210\u7684\u7b97\u6cd5\u6027\u80fd\u597d\uff0c\u5219\u4fdd\u5b58\uff0c\u5426\u5219\u5220\u9664\u3002\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u53d1\u73b0\u7684\u7b97\u6cd5\u80fd\u591f\u8bbe\u8ba1\u51fa\u6027\u80fd\u6bd4\u4eba\u5de5\u5e72\u9884\u7b97\u6cd5\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7ed3\u8bba<\/p>\n\n\n\n<p>\u76ee\u524d\uff0cAutoML \u6b63\u5728\u53d6\u4ee3\u6574\u4e2a AI \u9886\u57df\u7684\u8bfe\u7a0b\u3002\u5728\u56fe\u50cf\u9886\u57df\uff0c\u901a\u8fc7\u5e94\u7528AutoML\uff0c\u51fa\u73b0\u4e86\u50cfEfficientNet\u8fd9\u6837\u7684\u6570\u636e\u66f4\u5c11\u3001\u6027\u80fd\u66f4\u597d\u7684\u6a21\u578b\uff0c\u4f01\u4e1a\u4e5f\u5728\u9010\u6e10\u5e94\u7528AutoML\u3002\u672a\u6765\uff0c\u968f\u7740 AutoML \u7684\u53d1\u5c55\uff0c\u4f01\u4e1a\u5c06\u53d8\u5f97\u66f4\u52a0\u89e6\u624b\u53ef\u53ca\uff0cAI \u5c06\u66f4\u6df1\u5165\u5730\u6e17\u900f\u5230\u6211\u4eec\u7684\u751f\u6d3b\u4e2d\uff0c\u63d0\u4f9b\u5404\u79cd\u670d\u52a1\u3002\u5173\u6ce8\u5728\u65e5\u65b0\u6708\u5f02\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5b83\u672a\u6765\u4f1a\u8fbe\u5230\u4ec0\u4e48\u6c34\u5e73\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u53c2\u8003<br>https:\/\/docs.microsoft.com\/ko-kr\/azure\/machine-learning\/concept-automated-ml<br>https:\/\/scienceon.kisti.re.kr\/srch\/selectPORSrchArticle.do?cn=JAKO201962652079515&amp;dbt=NART<br>https:\/\/arxiv.org\/pdf\/2003.03384<br>http:\/\/www.aitimes.com\/news\/articleView.html?idxno=133783<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_60918\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  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