{"id":64317,"date":"2023-11-24T08:31:26","date_gmt":"2023-11-23T23:31:26","guid":{"rendered":"https:\/\/smilegate.ai\/?p=64317"},"modified":"2023-11-24T16:06:07","modified_gmt":"2023-11-24T07:06:07","slug":"%ed%99%95%ec%9e%a5%ec%84%b1-%ec%9e%88%eb%8a%94-mlops-%ec%98%a4%ed%94%88%ec%86%8c%ec%8a%a4-zenml","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2023\/11\/24\/%ed%99%95%ec%9e%a5%ec%84%b1-%ec%9e%88%eb%8a%94-mlops-%ec%98%a4%ed%94%88%ec%86%8c%ec%8a%a4-zenml\/","title":{"rendered":"\ud655\uc7a5\uc131 \uc788\ub294 MLOPS \uc624\ud508\uc18c\uc2a4, ZenML"},"content":{"rendered":"<p>[\ubd84\uc11dAI\uc11c\ube44\uc2a4\ud300 \uae40\ubbfc\uc11d]<\/p>\n\n\n\n<p>ML \uc11c\ube44\uc2a4\uac00 \ub9ce\uc544\uc9c0\uace0, \uc9c0\uc18d\uc801 \ud559\uc2b5\uc744 \ud558\uae30 \uc704\ud574\uc11c\ub294 ML PIPELINE\uc744 \uad6c\uc131\ud558\uace0 \uc774\ub97c \uad00\ub9ac\ud558\uae30 \ud558\uae30 \uc704\ud574\uc11c \uc6b0\ub9ac\ub294 \uc5ec\ub7ec MLOPS \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294\ub370\uc694.<br>\ub300\ud45c\uc801\uc73c\ub85c Kubeflow\uac00 \uc788\uc744\ud150\ub370\uc694. Kubeflow\ub294 \ub2e4\uc591\ud55c \uc7a5\uc810\uc774 \uc788\uc9c0\ub9cc Kubernetes \ud658\uacbd\uc5d0 \uc885\uc18d\uc801\uc774\uba70, \ucc98\uc74c \uc0ac\uc6a9\ud558\uae30\ub294 \ub2e4\uc18c \uc5b4\ub835\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\ub294\ub370\uc694. \uc774\ub7ec\ud55c \uacbd\uc6b0 \ub300\uccb4 \ub420 \uc218 \uc788\ub294 ZenML \uc744 \uc18c\uac1c\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">ZenML \uc7a5\uc810<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ub2e8\uc21c\ud55c \uc0ac\uc6a9\uc131:<\/strong> ZenML\uc740 \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 \uc778\ud130\ud398\uc774\uc2a4\uc640 \uac04\ud3b8\ud55c \uad6c\uc131\uc73c\ub85c \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\ud2f0\uc2a4\ud2b8 \ubc0f \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc27d\uac8c \uad6c\ucd95\ud558\uace0 \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\ub97c \ucd94\uc0c1\ud654\ud558\uc5ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4e4\uace0 \uad00\ub9ac\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubaa8\ub4c8\ud654\ub41c \uc544\ud0a4\ud14d\ucc98:<\/strong> ZenML\uc740 \ubaa8\ub4c8\ud654\ub41c \uc544\ud0a4\ud14d\ucc98\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \ud3c9\uac00 \ubc0f \ubc30\ud3ec\uc640 \uac19\uc740 \uac01 \ub2e8\uacc4\ub97c \ubd84\ub9ac\ud558\uc5ec \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ud2b9\uc815 \ubd80\ubd84\uc744 \ubcc0\uacbd\ud558\uac70\ub098 \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\ub294 \ub370 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubc84\uc804 \uad00\ub9ac \ubc0f \uc7ac\ud604\uc131:<\/strong> ZenML\uc740 \ub370\uc774\ud130 \ubc0f \ucf54\ub4dc \ubc84\uc804 \uad00\ub9ac\ub97c \uc9c0\uc6d0\ud558\uc5ec \uc2e4\ud5d8\uc758 \uc7ac\ud604\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2e4\ud5d8\uc758 \uacb0\uacfc\ub97c \ucd94\uc801\ud558\uace0, \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\ud569 \ub610\ub294 \ub370\uc774\ud130 \ubc84\uc804\uc73c\ub85c \uc2e4\ud5d8\uc744 \ubc18\ubcf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc720\uc5f0\ud55c \ud655\uc7a5\uc131:<\/strong> ZenML\uc740 \ub2e4\uc591\ud55c \ud658\uacbd\uacfc \ud234\uc5d0 \ub300\ud55c \uc9c0\uc6d0\uc744 \ud1b5\ud574 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc2a4\ud1a0\uc5b4 \ubc0f \ubaa8\ub378 \ub808\uc9c0\uc2a4\ud2b8\ub9ac\uc640\uc758 \ud1b5\ud569\uc774 \uac00\ub2a5\ud558\uba70, \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <br><\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"623\" height=\"436\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-7.png\" alt=\"\" class=\"wp-image-64321\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-7.png 623w, https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-7-300x210.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-7-18x12.png 18w\" sizes=\"(max-width: 623px) 100vw, 623px\" \/><figcaption class=\"wp-element-caption\">Runs \ud654\uba74<\/figcaption><\/figure>\n\n\n\n<p>\uc704 \uc0ac\uc9c4\uacfc \uac19\uc774 ZenML\uc740 \ub208\uc73c\ub85c \ubcf4\uae30 \uc26c\uc6b4 \uc778\ud130\ud398\uc774\uc2a4 \uc81c\uacf5\ud558\uace0 \uc788\uace0 \uc774\ub97c \ud1b5\ud574\uc11c \ub2e4\ub978 \uc0ac\ub78c\uc758 \ucf54\ub4dc\ub97c \ud655\uc778\ud558\uc9c0 \uc54a\ub354\ub77c\ub3c4 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131\ub3c4\ub97c \uc27d\uac8c \uc774\ud574 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-8.png\" alt=\"\" class=\"wp-image-64322\" width=\"798\" height=\"614\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-8.png 798w, https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-8-300x231.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-8-768x591.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-8-16x12.png 16w\" sizes=\"(max-width: 798px) 100vw, 798px\" \/><figcaption class=\"wp-element-caption\">ZenML \uc11c\ube44\uc2a4 \uad6c\uc131\ub3c4<\/figcaption><\/figure>\n\n\n\n<p>\ub354\ubd88\uc5b4 \uc55e\uc11c \uc124\uba85 \ub4dc\ub9b0 \uac83\uacfc \uac19\uc774 \uc720\uc5f0\ud55c \ud655\uc7a5\uc131\uc744 \uac00\uc9c0\uace0 \uc788\ub294\ub370, remote \uc791\uc5c5\uc744 \ud1b5\ud574 \ub0b4\ubd80 \uc11c\ubc84\uc5d0\uc11c \uc791\uc5c5\ud558\uc5ec \ud074\ub77c\uc6b0\ub4dc\ub85c \ubc30\ud3ec\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<br>\ub610\ud55c \uc5ec\ub7ec \ub370\uc774\ud130 \ud074\ub77c\uc6b0\ub4dc \uc2a4\ud1a0\ub9ac\uc9c0 \ub4e4\uc774\ub098, \uad00\ub9ac\ud615 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub4e4\uacfc ML system\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ud558\uace0 \uc788\ub294 MLflow\ub098 BentoML \uacfc \uac19\uc740 \uc624\ud508\uc18c\uc2a4\ub4e4\uc744 \uc5f0\ub3d9\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\ub9c8\ubb34\ub9ac<\/h2>\n\n\n\n<p>AI \uc11c\ube44\uc2a4\uac00 \ud655\uc7a5\ub428\uc5d0 \ub530\ub77c, \uc880 \ub354 \ud6a8\uc728\uc801\uc778 ML \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c \uc6b0\ub9ac\ub294 \ub9ce\uc740 \uc624\ud508\uc18c\uc2a4\ub4e4\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 AI \uc0b0\uc5c5\uc774 \ucee4\uc9d0\uc5d0 \ub530\ub77c\uc11c \uacc4\uc18d\ud574\uc11c \ud655\uc7a5\ub420 \uac83\uc774\ub77c\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud750\ub984\uc5d0 \ub530\ub77c \ud655\uc7a5\ub41c \uc624\ud508\uc18c\uc2a4\ub4e4\uc744 \ud1b5\ud569\ud558\uc5ec \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \uc11c\ube44\uc2a4\ub97c \uac16\ucd9c \ud544\uc694\uc131\uc774 \uc788\ub2e4\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u53c2\u8003<\/strong><br><a href=\"https:\/\/docs.zenml.io\/getting-started\/introduction\" target=\"_blank\" rel=\"noopener\">https:\/\/docs.zenml.io\/getting-started\/introduction<\/a><br><a href=\"https:\/\/github.com\/zenml-io\/zenml\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/zenml-io\/zenml<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_64317\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  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\uc9c0\uc18d\uc801 \ud559\uc2b5\uc744 \ud558\uae30 \uc704\ud574\uc11c\ub294 ML PIPELINE\uc744 \uad6c\uc131\ud558\uace0 \uc774\ub97c \uad00\ub9ac\ud558\uae30 \ud558\uae30 \uc704\ud574\uc11c \uc6b0\ub9ac\ub294 \uc5ec\ub7ec MLOPS \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294\ub370\uc694.\ub300\ud45c\uc801\uc73c\ub85c Kubeflow\uac00 \uc788\uc744\ud150\ub370\uc694. Kubeflow\ub294 \ub2e4\uc591\ud55c \uc7a5\uc810\uc774 \uc788\uc9c0\ub9cc Kubernetes \ud658\uacbd\uc5d0 \uc885\uc18d\uc801\uc774\uba70, \ucc98\uc74c \uc0ac\uc6a9\ud558\uae30\ub294 \ub2e4\uc18c \uc5b4\ub835\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\ub294\ub370\uc694. \uc774\ub7ec\ud55c \uacbd\uc6b0 \ub300\uccb4 \ub420 \uc218 \uc788\ub294 ZenML \uc744 \uc18c\uac1c\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. ZenML \uc7a5\uc810 \uc704 \uc0ac\uc9c4\uacfc \uac19\uc774 ZenML\uc740 \ub208\uc73c\ub85c \ubcf4\uae30 \uc26c\uc6b4&hellip;<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_64317\"  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\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2023\/11\/24\/%ed%99%95%ec%9e%a5%ec%84%b1-%ec%9e%88%eb%8a%94-mlops-%ec%98%a4%ed%94%88%ec%86%8c%ec%8a%a4-zenml\/\"  data-item_title=\"\ud655\uc7a5\uc131 \uc788\ub294 MLOPS \uc624\ud508\uc18c\uc2a4, ZenML\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2023\/11\/image-5.png\"  data-item_date=\"2023-11-24T08:31:26+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"author":1,"featured_media":64319,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[716,19],"tags":[],"class_list":["post-64317","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mlops","category-tech04","category-716","category-19","description-off"],"_links":{"self":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/64317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/comments?post=64317"}],"version-history":[{"count":1,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/64317\/revisions"}],"predecessor-version":[{"id":64323,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/64317\/revisions\/64323"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media\/64319"}],"wp:attachment":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media?parent=64317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/categories?post=64317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/tags?post=64317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}