{"id":17711,"date":"2026-05-01T13:42:44","date_gmt":"2026-05-01T04:42:44","guid":{"rendered":"https:\/\/jore2.com\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax\/"},"modified":"2026-05-01T13:42:44","modified_gmt":"2026-05-01T04:42:44","slug":"community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax","status":"publish","type":"post","link":"https:\/\/jore2.com\/?p=17711","title":{"rendered":"Keras \uc758 \ud55c\uacc4\ub97c \ub118\uc5b4\uc11c: JAX \uae30\ubc18 \ucee4\uc2a4\ud140 \ud559\uc2b5 \ub8e8\ud504\uac00 \uc8fc\ubaa9\ubc1b\ub294 \uc774\uc720"},"content":{"rendered":"
\n

\uc815\ud558\ubbfc<\/strong><\/p>\n<\/div>\n

\ucd5c\uadfc \ub525\ub7ec\ub2dd \uac1c\ubc1c \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c Keras \uc640 JAX \uc758 \uacb0\ud569, \ud2b9\ud788 \ucee4\uc2a4\ud140 \ud559\uc2b5 \ub8e8\ud504\ub97c \ud1b5\ud55c \uc800\uc218\uc900 \uc81c\uc5b4\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \uae09\uaca9\ud788 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uacfc\uac70 Keras \ub294 \ub192\uc740 \uc218\uc900\uc758 \ucd94\uc0c1\ud654\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \uc27d\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5c8\uc9c0\ub9cc, \uc5f0\uad6c\uc790\ub4e4\uacfc \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc740 \uc810\ucc28 \uadf8 \ub0b4\ubd80\uc5d0\uc11c \uc77c\uc5b4\ub098\ub294 \ubbf8\uc138\ud55c \uc5f0\uc0b0 \uacfc\uc815\uc5d0 \ub300\ud55c \uc9c1\uc811\uc801\uc778 \uac1c\uc785\uc774 \ud544\uc694\ud558\ub2e4\uace0 \ub290\ub07c\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud750\ub984\uc740 \uad6c\uae00 \uac1c\ubc1c\uc790 \ucc44\ub110\uc744 \ud1b5\ud574 \uacf5\uac1c\ub41c ‘JAX \ub85c Keras \ud559\uc2b5 \ub8e8\ud504 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5’ \uad00\ub828 \ucf58\ud150\uce20\uac00 \uc8fc\ubaa9\ubc1b\uc73c\uba74\uc11c \ub354\uc6b1 \uac00\uc18d\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc774 \uc8fc\uc81c\uac00 \ub728\uac70\uc6cc\uc9c4 \ubc30\uacbd\uc5d0\ub294 \ub2e8\uc21c\ud788 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \uac83\uc744 \ub118\uc5b4, \ud559\uc2b5 \uacfc\uc815 \uc790\uccb4\ub97c \ucd5c\uc801\ud654\ud558\ub824\ub294 \uc2dc\ub3c4\ub4e4\uc774 \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc874 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \uc81c\uacf5\ud558\ub294 \uae30\ubcf8 \ub8e8\ud504\ub85c\ub294 \ucc98\ub9ac\ud558\uae30 \uc5b4\ub824\uc6b4 \ud2b9\uc218\ud55c \uc190\uc2e4 \ud568\uc218\ub098 \ubcf5\uc7a1\ud55c \uadf8\ub798\ub514\uc5b8\ud2b8 \ud750\ub984\uc744 \ub2e4\ub8f0 \ub54c, \uac1c\ubc1c\uc790\ub4e4\uc740 JAX \uc758 \ud568\uc218\ud615 \ud2b9\uc131\uc744 \ud65c\uc6a9\ud574 Keras \uc758 \uace0\uc218\uc900 \uc778\ud130\ud398\uc774\uc2a4\uc640 \uc800\uc218\uc900\uc758 \uc720\uc5f0\uc131\uc744 \ub3d9\uc2dc\uc5d0 \ud655\ubcf4\ud558\ub824 \ud569\ub2c8\ub2e4. \uc774\ub294 \ub9c8\uce58 \uc790\ub3d9\ucc28\uc758 \uae30\ubcf8 \uc8fc\ud589 \ubaa8\ub4dc\ub97c \ubc97\uc5b4\ub098, \uc5d4\uc9c4\uc758 \uac01 \ubd80\ud488\uc774 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc9c1\uc811 \uc870\uc808\ud558\uba70 \uc8fc\ud589 \uacbd\ud5d8\uc744 \uadf9\ub300\ud654\ud558\ub824\ub294 \ub4dc\ub77c\uc774\ubc84\uc758 \uc2ec\ub9ac\uc640 \uc720\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n

\ud604\uc7ac \uac1c\ubc1c\uc790\ub4e4\uc758 \ubc18\uc751\uc740 \uc774 \uae30\uc220\uc774 \uac00\uc838\uc62c \uc218 \uc788\ub294 \uc131\ub2a5 \ud5a5\uc0c1\uacfc \uc2e4\ud5d8\uc758 \uc790\uc720\ub3c4\uc5d0 \uc9d1\uc911\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774\ub098 \uc0dd\uc131\ud615 AI \uc640 \uac19\uc774 \uacc4\uc0b0 \ube44\uc6a9\uc774 \ud06c\uace0 \uad6c\uc870\uac00 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \ub2e4\ub8f0 \ub54c, \ud45c\uc900\ud654\ub41c \ud559\uc2b5 \ub8e8\ud504\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud560 \uc218 \uc788\ub294 \ub300\uc548\uc73c\ub85c JAX \uae30\ubc18 \ucee4\uc2a4\ud140 \ub8e8\ud504\uac00 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\ub9cc, \uc774 \ubc29\uc2dd\uc774 \ubaa8\ub4e0 \uc0c1\ud669\uc5d0 \ub9cc\ub2a5 \uc5f4\uc1e0\uac00 \ub420\uc9c0\ub294 \uc544\uc9c1 \ub2e8\uc815\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ub192\uc740 \uc720\uc5f0\uc131\uc744 \uc5bb\ub294 \ub300\uc2e0 \uad6c\ud604\uc758 \ubcf5\uc7a1\ub3c4\uac00 \uc99d\uac00\ud558\uace0, \uc720\uc9c0\ubcf4\uc218\uc5d0 \ub354 \ub9ce\uc740 \ub178\ub825\uc774 \ud544\uc694\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc740 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc2e0\uc911\ud558\uac8c \uace0\ub824\ud574\uc57c \ud560 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/p>\n

\uc55e\uc73c\ub85c \uc774 \ud2b8\ub80c\ub4dc\uac00 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud560\uc9c0 \uc9c0\ucf1c\ubcfc \uc810\uc740, \uc774\ub7ec\ud55c \uc800\uc218\uc900 \uc81c\uc5b4 \uae30\ubc95\uc774 \ud45c\uc900 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 \uc5bc\ub9c8\ub098 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud1b5\ud569\ub420\uc9c0\uc785\ub2c8\ub2e4. \ucd08\uae30\uc5d0\ub294 \uc18c\uc218\uc758 \uc804\ubb38\uac00\ub098 \uc5f0\uad6c \uadf8\ub8f9\uc744 \uc911\uc2ec\uc73c\ub85c \ud65c\uc6a9\ub418\uaca0\uc9c0\ub9cc, \ub3c4\uad6c\uc640 \ubb38\uc11c\ud654\uac00 \uc131\uc219\ud574\uc9c0\uba74 \ub354 \ub113\uc740 \ubc94\uc704\uc758 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc811\uadfc\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uad6c\uae00 \uac1c\ubc1c\uc790 \uc0dd\ud0dc\uacc4 \ub0b4\uc5d0\uc11c JAX \uc640 Keras \uc758 \uc2dc\ub108\uc9c0\ub97c \ubcf4\uc5ec\uc8fc\ub294 \uc0ac\ub840\ub4e4\uc774 \uafb8\uc900\ud788 \ucd95\uc801\ub41c\ub2e4\uba74, \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc758 \ud45c\uc900\uc774 \ub2e4\uc2dc \ud55c\ubc88 \uc7ac\ud3b8\ub420 \uac00\ub2a5\uc131\ub3c4 \ubc30\uc81c\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \ud604\uc7ac\ub294 \uacfc\ub3c4\uae30\uc801\uc778 \uc2e4\ud5d8 \ub2e8\uacc4\uc5d0 \uba38\ubb3c\ub7ec \uc788\uc9c0\ub9cc, \ud5a5\ud6c4 \ubaa8\ub378 \ud559\uc2b5\uc758 \uc815\ubc00\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \ud575\uc2ec \uae30\uc220\ub85c \uc790\ub9ac \uc7a1\uc744\uc9c0 \uc5ec\ubd80\ub294 \uac1c\ubc1c\uc790\ub4e4\uc758 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uc640 \ud53c\ub4dc\ubc31\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

\uace0\uc218\uc900 \ucd94\uc0c1\ud654\ub85c \ud3b8\ub9ac\ud568\uc744 \ub204\ub838\ub358 Keras \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc774\uc81c \uc800\uc218\uc900\uc758 \uc815\ubc00\ud55c \uc81c\uc5b4\ub97c \uc694\uad6c\ud558\uba70 JAX \ud658\uacbd\uc73c\ub85c \ub208\uc744 \ub3cc\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud55c \uae30\ub2a5 \uc5c5\ub370\uc774\ud2b8\ub97c \ub118\uc5b4, \ubaa8\ub378 \ud559\uc2b5\uc758 \ub0b4\ubd80 \uba54\ucee4\ub2c8\uc998\uc744 \uc9c1\uc811 \uc124\uacc4\ud558\ub824\ub294 \uac1c\ubc1c\uc790\ub4e4\uc758 \ub2c8\uc988\uac00 \uad6c\uccb4\ud654\ub418\uace0 \uc788\ub294 \uc2dc\uc810\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"author":5,"featured_media":17710,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[406],"tags":[12963,12962,12966,12965,12964],"class_list":["post-17711","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-406","tag-jax","tag-keras","tag-12966","tag-12965","tag-12964"],"featured_image_urls":{"full":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax.png",1200,630,false],"thumbnail":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax-150x150.png",150,150,true],"medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax-300x158.png",300,158,true],"medium_large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax-768x403.png",640,336,true],"large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax-1024x538.png",640,336,true],"1536x1536":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax.png",1200,630,false],"2048x2048":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax.png",1200,630,false],"morenews-large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax-825x575.png",825,575,true],"morenews-medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/community-7069-unlocking-low-level-control-customizing-keras-training-loops-with-jax-590x410.png",590,410,true]},"author_info":{"info":["\uc815\ud558\ubbfc"]},"category_info":"\uc694\uc998\ub728\ub294\uc18c\uc2dd<\/a>","tag_info":"\uc694\uc998\ub728\ub294\uc18c\uc2dd","comment_count":"0","_links":{"self":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/17711","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=17711"}],"version-history":[{"count":0,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/17711\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/media\/17710"}],"wp:attachment":[{"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=17711"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=17711"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=17711"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}