{"id":9607,"date":"2022-12-31T00:25:27","date_gmt":"2022-12-30T15:25:27","guid":{"rendered":"https:\/\/www.stechstar.com\/user\/wordpress\/?p=9607"},"modified":"2022-12-31T00:25:27","modified_gmt":"2022-12-30T15:25:27","slug":"%e4%b8%80%e6%97%a530%e5%88%86-%ec%9d%b8%ec%83%9d%ec%8a%b9%eb%a6%ac%ec%9d%98-%ed%95%99%ec%8a%b5%eb%b2%95-%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98%eb%a1%9c-%eb%94%a5%eb%9f%ac%eb%8b%9d%ed%95%b4%ec%95%bc","status":"publish","type":"post","link":"https:\/\/www.stechstar.com\/user\/wordpress\/%e4%b8%80%e6%97%a530%e5%88%86-%ec%9d%b8%ec%83%9d%ec%8a%b9%eb%a6%ac%ec%9d%98-%ed%95%99%ec%8a%b5%eb%b2%95-%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98%eb%a1%9c-%eb%94%a5%eb%9f%ac%eb%8b%9d%ed%95%b4%ec%95%bc\/","title":{"rendered":"[ \u4e00\u65e530\u5206 \uc778\uc0dd\uc2b9\ub9ac\uc758 \ud559\uc2b5\ubc95] \ud30c\uc774\ud1a0\uce58\ub85c \ub525\ub7ec\ub2dd\ud574\uc57c \ud558\ub294 5\uac00\uc9c0 \uc774\uc720"},"content":{"rendered":"

[ \u4e00\u65e530\u5206 \uc778\uc0dd\uc2b9\ub9ac\uc758 \ud559\uc2b5\ubc95] \ud30c\uc774\ud1a0\uce58\ub85c \ub525\ub7ec\ub2dd\ud574\uc57c \ud558\ub294 5\uac00\uc9c0 \uc774\uc720<\/h1>\n

\ud30c\uc774\ud1a0\uce58\uac00 \ucd5c\uadfc 1.3 \ubc0f 1.4 \ub9b4\ub9ac\uc2a4\ub97c \ud1b5\ud574 \ud48d\ubd80\ud55c \uc131\ub2a5 \uac1c\uc120\uacfc \ubaa8\ubc14\uc77c \ud50c\ub7ab\ud3fc\uc6a9 \uac1c\ubc1c\uc790 \uce5c\ud654\uc801\uc778 \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud558\uba74\uc11c \uac15\ub825\ud558\uac8c \ubd80\uc0c1\ud558\uace0 \uc788\ub2e4. \uacfc\uc5f0 MX\ub137, \uccb4\uc774\ub108(Chainer), \ud150\uc11c\ud50c\ub85c\uc6b0(TensorFlow) \ub4f1\uc758 \ub2e4\ub978 \ud504\ub808\uc784\uc6cc\ud06c \ub300\uc2e0 \ud30c\uc774\ud1a0\uce58\ub97c \uc120\ud0dd\ud560 \ub9cc\ud55c \uc774\uc720\uac00 \uc788\uc744\uae4c? \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud574\uc57c \ud560 5\uac00\uc9c0 \uc774\uc720\ub97c \uc0b4\ud3b4\ubcf4\uc790.
\n 
\n\uba3c\uc800, \uae30\uc0ac\ub97c \uc2dc\uc791\ud558\uae30\ub3c4 \uc804\uc5d0 \ubd84\ub178\uc758 \ud2b8\uc717\uacfc \uc774\uba54\uc77c\uc744 \ubcf4\ub0b4\ub824 \uc900\ube44\ud558\uace0 \uc788\ub294 \ud150\uc11c\ud50c\ub85c\uc6b0 \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c \ud560 \ub9d0\uc774 \uc788\ub2e4. \ubb3c\ub860 \ud30c\uc774\ud1a0\uce58\uac00 \uc544\ub2cc \ud150\uc11c\ud50c\ub85c\uc6b0\ub97c \uc120\ud0dd\ud560 \uc774\uc720\ub294 \ub9ce\uace0, \ud2b9\ud788 \ubaa8\ubc14\uc77c \ub610\ub294 \uc6f9 \ud50c\ub7ab\ud3fc\uc744 \ub300\uc0c1\uc73c\ub85c \uc791\uc5c5\ud560 \uacbd\uc6b0\uc5d0\ub294 \ud150\uc11c\ud50c\ub85c\uc6b0\uac00 \ud655\uc2e4\ud788 \uc720\ub9ac\ud558\ub2e4. \uc774 \uae30\uc0ac\uc758 \uc8fc\uc81c\ub294 \u201c\ud150\uc11c\ud50c\ub85c\uc6b0\uac00 \uc5f4\ub4f1\ud558\uace0 \ud30c\uc774\ud1a0\uce58\uac00 \ub6f0\uc5b4\ub098\ub2e4\u201d\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ud544\uc790\uac00 \ud30c\uc774\ud1a0\uce58\ub97c \uac00\uc7a5 \uba3c\uc800 \uc120\ud0dd\ud558\ub294 \uc774\uc720\ub97c \uc815\ub9ac\ud558\ub294 \uac83\uc774\ub2e4. \ud150\uc11c\ud50c\ub85c\uc6b0\uac00 \uadf8 \ub098\ub984\ub300\ub85c \ud6cc\ub96d\ud558\ub2e4\ub294 \uc810\uc740 \ud544\uc790\ub3c4 \uc778\uc815\ud558\ubbc0\ub85c, \ub108\ubb34 \ubd84\ub178\ud558\uc9c0 \ub9d0\uae30\ub97c \ubc14\ub780\ub2e4.
\n <\/p>\n

\ud30c\uc774\ud1a0\uce58\ub294 \ud30c\uc774\uc36c\uc774\ub2e4<\/h3>\n

\uc0ac\ub78c\ub4e4\uc774 \ud30c\uc774\ud1a0\uce58\ub97c \uc120\ud0dd\ud558\ub294 \uc8fc\ub41c \uc774\uc720 \uc911 \ud558\ub098\ub294 \ucf54\ub4dc\ub97c \uc774\ud574\ud558\uae30\uac00 \uc27d\uae30 \ub54c\ubb38\uc774\ub2e4. \ud30c\uc774\ud1a0\uce58 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ud30c\uc774\uc36c\uacfc \uc528\ub984\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ud568\uaed8 \uc791\ub3d9\ud558\ub3c4\ub85d \uc124\uacc4, \uc81c\uc791\ub418\uc5c8\uae30 \ub54c\ubb38\uc774\ub2e4. \ubaa8\ub378\uacfc \uacc4\uce35\ubfd0 \uc544\ub2c8\ub77c \ub2e4\ub978 \ubaa8\ub4e0 \uac83, \uc635\ud2f0\ub9c8\uc774\uc800, \ub370\uc774\ud130 \ub85c\ub354, \uc190\uc2e4 \ud568\uc218, \ubcc0\ud658 \ub4f1\ub3c4 \ub2e4\ub984\uc544\ub2cc \ud30c\uc774\uc36c \ud074\ub798\uc2a4\ub2e4.
\n 
\n\ud30c\uc774\ud1a0\uce58\ub294 \uc804\ud1b5\uc801\uc778 \ud150\uc11c\ud50c\ub85c\uc6b0\uc758 \uc815\uc801 \uc2e4\ud589 \uadf8\ub798\ud504\uac00 \uc544\ub2cc \uc989\uc2dc \uc2e4\ud589 \ubaa8\ub4dc\ub85c \uc791\ub3d9\ud558\ubbc0\ub85c(\ud150\uc11c\ud50c\ub85c\uc6b0 2.0\uc740 \uc989\uc2dc \uc2e4\ud589\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc \ub9e4\ub044\ub7fd\uc9c0 \uc54a\uc740 \ubd80\ubd84\uc774 \uc788\uc74c) \ub9de\ucda4\ud615 \ud30c\uc774\ud1a0\uce58 \ud074\ub798\uc2a4\ub97c \ucd94\ub860\ud558\uae30\uac00 \ub9e4\uc6b0 \uc27d\uace0 \ud150\uc11c\ubcf4\ub4dc(TensorBoard) \ub610\ub294 print() \ubb38\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0\uc758 \ud45c\uc900 \ud30c\uc774\uc36c \uae30\ubc95\uc73c\ub85c \ub514\ubc84\uae45\ud558\uace0 \uc2a4\ud0dd \ud2b8\ub808\uc774\uc2a4 \uc0d8\ud50c\uc5d0\uc11c \ud50c\ub808\uc784(flame) \uadf8\ub798\ud504\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub2e4. \ub355\ubd84\uc5d0 \ud310\ub2e4\uc2a4(Pandas), \uc0ac\uc774\ud0b7-\ub7f0(Scikit-learn)\uacfc \uac19\uc740 \ub2e4\ub978 \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0\uc11c \ub525 \ub7ec\ub2dd\uc73c\ub85c \ub118\uc5b4\uc628 \uc0ac\ub78c\ub4e4\uc5d0\uac8c\ub3c4 \uc0c1\ub2f9\ud788 \uce5c\uc219\ud558\uac8c \ub290\uaef4\uc9c4\ub2e4.
\n 
\n\ucd08\uae30 \ub9b4\ub9ac\uc2a4\uc5d0\uc11c \ubc84\uc804 1.3\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc911\ub300\ud55c \ubcc0\uacbd\uc774 \ud558\ub098\ubfd0\uc778(\ubcc0\uc218\uc5d0\uc11c \ud150\uc11c\ub85c\uc758 \ubcc0\ud654) \uc548\uc815\uc801\uc778 API\ub3c4 \ud30c\uc774\ud1a0\uce58\uc758 \uc7a5\uc810\uc774\ub2e4. \ubb3c\ub860 \uac00\uc7a5 \ud070 \uc774\uc720\ub294 \ud30c\uc774\ud1a0\uce58\uac00 \uc544\uc9c1 \uc80a\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub77c\ub294 \ub370 \uc788\uc9c0\ub9cc, \uc5b4\uca0c\ub4e0 \uc791\uc131\ub41c \ubc84\uc804\uc5d0 \uad00\uacc4\uc5c6\uc774 \ub300\ub2e4\uc218 \ud30c\uc774\ud1a0\uce58 \ucf54\ub4dc\ub97c \uc54c\uc544\ubcf4\uace0 \uc774\ud574\ud560 \uc218 \uc788\ub2e4.
\n <\/p>\n

\ud30c\uc774\ud1a0\uce58\ub294 \uc989\uc2dc \uc0ac\uc6a9\ud560 \uc218 \uc788\ub2e4<\/h3>\n

 \u201c\ubc14\ub85c \uc0ac\uc6a9 \uac00\ub2a5\u201d \ucca0\ud559\uc774 \ud30c\uc774\uc36c\uc758 \uc804\uc720\ubb3c\uc740 \uc544\ub2c8\uc9c0\ub9cc \ud30c\uc774\ud1a0\uce58\ub97c \uc124\uc815\ud558\uace0 \uc2e4\ud589\ud558\uae30\ub294 \ubb34\ucc99 \uc27d\ub2e4. \ud30c\uc774\ud1a0\uce58 \ud5c8\ube0c\ub97c \uc0ac\uc6a9\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \ud55c \uc904\uc758 \ucf54\ub4dc\ub85c \ub41c \uc0ac\uc804 \ud559\uc2b5\ub41c ResNet-50 \ubaa8\ub378\uc744 \uc5bb\uc744 \uc218 \uc788\ub2e4.
\n <\/p>\n

model = torch.hub.load('pytorch\/vision', 'resnet50', pretrained=True)<\/span><\/pre>\n
\ub610\ud55c \ud30c\uc774\ud1a0\uce58 \ud5c8\ube0c\ub294 \uc5ec\ub7ec \uc601\uc5ed\uc5d0 \uac78\uccd0 \ud1b5\ud569\ub418\ubbc0\ub85c \ud14d\uc2a4\ud2b8\uc640 \uc624\ub514\uc624, \ube44\uc804\uc744 \ubaa8\ub450 \ub2e4\ub8f0 \uc218 \uc788\ub294 \uc6d0\uc2a4\ud1b1 \uc544\ud0a4\ud14d\ucc98\ub85c \uc801\ud569\ud558\ub2e4.
\n 
\n\ud30c\uc774\ud1a0\uce58\uc5d0\ub294 \ubaa8\ub378 \uc678\uc5d0 \ud48d\ubd80\ud55c \uc190\uc2e4 \ud568\uc218\uc640 \uc635\ud2f0\ub9c8\uc774\uc800\ub3c4 \uae30\ubcf8\uc73c\ub85c \uc81c\uacf5\ub41c\ub2e4. \ud2b9\uc9d5\uc740 \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud558\uace0 \ub0b4\uc7a5 \ubcc0\ud658\uc744 \uc5f0\uacb0\ud558\uae30\uac00 \uc27d\ub2e4\ub294 \uc810\uc774\ub2e4. \ub610\ud55c \uc790\uae30\ub9cc\uc758 \ub85c\ub354 \ub610\ub294 \ubcc0\ud658\uc744 \ub9cc\ub4e4\uae30\ub3c4 \ube44\uad50\uc801 \uac04\ub2e8\ud558\ub2e4. \ubaa8\ub4e0 \uac83\uc774 \ud30c\uc774\uc36c\uc774\ubbc0\ub85c \ud45c\uc900 \ud074\ub798\uc2a4 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uad6c\ud604\ud558\uae30\ub9cc \ud558\uba74 \ub41c\ub2e4.
\n 
\n\ud55c \uac00\uc9c0 \uc0ac\uc18c\ud558\uc9c0\ub9cc \uc8fc\uc758\ud560 \uc810\uc740 \ud30c\uc774\ud1a0\uce58\uc5d0 \ud3ec\ud568\ub41c \ub9ce\uc740 \ud3b8\uc758 \uae30\ub2a5\uc774 \ube44\uc804 \ubb38\uc81c(\ud1a0\uce58\ube44\uc804 \ud328\ud0a4\uc9c0\uc5d0\uc11c \ubc1c\uacac\ub41c \ubb38\uc81c)\uc5d0 \ud3b8\ud5a5\ub418\uba70 \ud14d\uc2a4\ud2b8 \ubc0f \uc624\ub514\uc624 \uc9c0\uc6d0 \uc911 \uc77c\ubd80\ub294 \ubd80\uc871\ud558\ub2e4\ub294 \uc810\uc774\ub2e4. \ub2e4\ud589\ud788 1.0 \uc774\ud6c4\ubd80\ud130 \ud1a0\uce58\ud14d\uc2a4\ud2b8\uc640 \ud1a0\uce58\uc624\ub514\uc624 \ud328\ud0a4\uc9c0\uac00 \uc0c1\ub2f9\ud788 \uac1c\uc120\ub418\uace0 \uc788\ub2e4.
\n <\/p>\n
\uc5f0\uad6c\uc5d0 \uc8fc\ub3c4\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ud30c\uc774\ud1a0\uce58<\/h3>\n
\ud30c\uc774\ud1a0\uce58\ub294 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c\ub294 \ucc9c\uad6d\uacfc \uac19\ub2e4. \ubaa8\ub4e0 \uc8fc\uc694 \ub525 \ub7ec\ub2dd \ucee8\ud37c\ub7f0\uc2a4\uc758 \uc790\ub8cc\uc5d0\uc11c\ub3c4 \uadf8 \uc0ac\uc2e4\uc744 \uc54c \uc218 \uc788\ub2e4. \ud30c\uc774\ud1a0\uce58\ub294 2018\ub144\uc5d0\ub3c4 \ube60\ub974\uac8c \uc131\uc7a5\ud588\uc9c0\ub9cc 2019\ub144\uc5d0\ub294 CVPR, ICLR, ICML \ub4f1\uc758 \uc8fc\uc694 \ud504\ub808\uc784\uc6cc\ud06c\ub85c \ubd80\uc0c1\ud588\ub2e4. \uc774\ub7ec\ud55c \uc804\uba74\uc801\uc778 \ub3c4\uc785\uc758 \uc774\uc720\ub294 \uc704\uc5d0 \uc5b8\uae09\ud55c \uc810, \uc989 \ud30c\uc774\ud1a0\uce58\uac00 \uace7 \ud30c\uc774\uc36c\uc774\ub77c\ub294 \ub370 \uae30\uc778\ud55c\ub2e4.
\n 
\n\ud45c\uc900 \ud30c\uc774\uc36c \ud074\ub798\uc2a4\uc758 \uac04\ud3b8\ud558\uace0 \uc548\uc815\uc801\uc778 \ud558\uc704 \ud074\ub798\uc2a4\ub85c \uc0c8 \ub9de\ucda4\ud615 \uad6c\uc131\uc694\uc18c\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc73c\ubbc0\ub85c \uc0c8\ub85c\uc6b4 \uac1c\ub150\uc744 \uc2e4\ud5d8\ud558\uae30\uac00 \ud6e8\uc52c \ub354 \uc27d\ub2e4. \ub610\ud55c \uc720\uc5f0\ud558\ubbc0\ub85c \ud150\uc11c\ubcf4\ub4dc, \uc77c\ub798\uc2a4\ud2f1\uc11c\uce58(ElasticSearch) \ub610\ub294 \uc544\ub9c8\uc874 S3 \ubc84\ud0b7\uc73c\ub85c \ub9e4\uac1c\ubcc0\uc218 \uc815\ubcf4\ub97c \ubcf4\ub0b4\ub294 \uacc4\uce35\uc744 \uac04\ub2e8\ud788 \ub9cc\ub4e4 \uc218 \uc788\ub2e4. \ub09c\ud574\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uac00\uc838\uc640\uc11c \ub124\ud2b8\uc6cc\ud06c \ud559\uc2b5\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud558\uac70\ub098 \ud559\uc2b5 \ub8e8\ud504\uc5d0\uc11c \ud2b9\uc774\ud55c \uc0c8\ub85c\uc6b4 \uc2dc\ub3c4\ub97c \ud558\uace0\uc790 \ud558\ub294\uac00? \uc5ec\uae30\uc11c\ub3c4 \ud30c\uc774\ud1a0\uce58\uac00 \uac78\ub9bc\ub3cc\uc774 \ub418\ub294 \uacbd\uc6b0\ub294 \uc5c6\ub2e4.
\n 
\n\uadf8\ub3d9\uc548 \ud30c\uc774\ud1a0\uce58\uc758 \ubc1c\ubaa9\uc744 \uc7a1\uc740 \ud55c \uac00\uc9c0\ub294 \uc5f0\uad6c\uc5d0\uc11c \ud504\ub85c\ub355\uc158\uc5d0 \uc774\ub974\ub294 \uba85\ud655\ud55c \uacbd\ub85c\uc758 \ubd80\uc7ac\ub2e4. \ud30c\uc774\ud1a0\uce58\uac00 \uc5f0\uad6c \ubd84\uc57c\uc5d0\uc11c \uac15\uc138\ub77c \ud574\ub3c4, \uc2e4\uc81c\ub85c \ud504\ub85c\ub355\uc158 \uc6a9\ub3c4\ub294 \uc5ec\uc804\ud788 \ud150\uc11c\ud50c\ub85c\uc6b0\uac00 \uc8fc\ub3c4\ud558\uace0 \uc788\ub2e4. \uadf8\ub7ec\ub098 \ud30c\uc774\ud1a0\uce58 1.3\uc774 \ub098\uc624\uace0 \ud1a0\uce58\uc2a4\ud06c\ub9bd\ud2b8\uac00 \ud655\uc7a5\ub418\uba74\uc11c JIT \uc5d4\uc9c4\uc744 \uc0ac\uc6a9\ud574 \uc5f0\uad6c \ucf54\ub4dc\ub97c \uadf8\ub798\ud504 \ud45c\ud604\uc73c\ub85c \ucef4\ud30c\uc77c\ud558\ub294 \ud30c\uc774\uc36c \uc8fc\uc11d\uc744 \uc0ac\uc6a9\ud558\uae30\uac00 \uc26c\uc6cc\uc84c\uc73c\uba70 \uadf8 \uacb0\uacfc \uc18d\ub3c4\uac00 \ud5a5\uc0c1\ub418\uace0 C++ \ub7f0\ud0c0\uc784\uc73c\ub85c \uc27d\uac8c \ub0b4\ubcf4\ub0bc \uc218 \uc788\uac8c \ub410\ub2e4. \ub610\ud55c \uc9c0\uae08\uc740 \ud30c\uc774\ud1a0\uce58\uc640 \uc140\ub358 \ucf54\uc5b4(Seldon Core), \ud050\ube0c\ud50c\ub85c\uc6b0(Kubeflow)\uc758 \ud1b5\ud569\uc774 \uc9c0\uc6d0\ub418\ubbc0\ub85c \ud150\uc11c\ud50c\ub85c\uc6b0\uc5d0 \ubbf8\uce58\uc9c4 \ubabb\ud574\ub3c4 \uac70\uc758 \ud544\uc801\ud560 \ub9cc\ud07c \uac04\ud3b8\ud558\uac8c \ucfe0\ubc84\ub124\ud2f0\uc2a4\uc5d0 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\uac00 \uac00\ub2a5\ud558\ub2e4.
\n <\/p>\n
\ub525 \ub7ec\ub2dd\uc744 \uc27d\uac8c \ubc30\uc6b8 \uc218 \uc788\ub2e4\ub294 \uc7a5\uc810<\/h3>\n
\ub525 \ub7ec\ub2dd \uad50\uc721 \uacfc\uc815\uc740 \ub9ce\uc9c0\ub9cc \uadf8 \uc911\uc5d0\uc11c fast.ai \uacfc\uc815\uc774 \uac00\uc7a5 \uc88b\ub2e4. \uac8c\ub2e4\uac00 \ubb34\ub8cc\ub2e4! \uacfc\uc815\uc758 \uccab \ud574\uc5d0\ub294 \ucf00\ub77c\uc2a4(Keras)\uc5d0 \uc0c1\ub2f9\ud788 \uc9d1\uc911\ud588\uc9c0\ub9cc fast.ai \ud300(\uc81c\ub808\ubbf8 \ud558\uc6cc\ub4dc, \ub808\uc774\uccbc \ud1a0\ub9c8\uc2a4, \uc2e4\ubc14\uc778 \uad6c\uac70)\uc740 \ub450 \ubc88\uc9f8 \ud574\uc5d0 \ud30c\uc774\ud1a0\uce58\ub85c \uc804\ud658\ud588\uace0 \uadf8 \uc774\ud6c4 \uc9c0\uae08\uae4c\uc9c0 \uc774\uc5b4\uc624\uace0 \uc788\ub2e4. (\ucc38\uace0\ub85c fast.ai\ub294 \ud150\uc11c\ud50c\ub85c\uc6b0\uc6a9 \uc2a4\uc704\ud504\ud2b8\uc5d0\ub3c4 \uc0c1\ub2f9\ud788 \uae0d\uc815\uc801\uc774\ub2e4.)
\n 
\nfast.ai\uc758 \ucd5c\uadfc \uad50\uc721 \uacfc\uc815\uc5d0\uc11c\ub294 \ud14d\uc2a4\ud2b8 \ubc0f \ube44\uc804 \uc601\uc5ed\uc5d0\uc11c \ubd84\ub958, \uc138\uadf8\uba3c\ud14c\uc774\uc158, \uc608\uce21\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0 \ub300\ud55c \ucd5c\uc2e0 \uacb0\uacfc\ub97c \ub2ec\uc131\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uace0, GAN\uc5d0 \ub300\ud55c \ubaa8\ub4e0 \uac83\uc744 \ubc30\uc6b0\uace0 \uc804\ubb38\uac00\ub3c4 \ub208\uc774 \ubc88\uca4d \ub728\uc77c \ub9cc\ud55c \ud48d\ubd80\ud55c \ud2b8\ub9ad\uacfc \ud1b5\ucc30\ub825\uc744 \ucc3e\uc744 \uc218 \uc788\ub2e4.
\n 
\nfast.ai \uacfc\uc815\uc740 \ud30c\uc774\ud1a0\uce58 \uc704\uc5d0\uc11c \ubd80\uac00\uc801\uc778 \ucd94\uc0c1\ud654\ub97c \ub354 \uc81c\uacf5\ud558\ub294 fasi.ai\uc758 \uc790\uccb4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc9c0\ub9cc(\ub355\ubd84\uc5d0 \ub525 \ub7ec\ub2dd\uc744 \ubc30\uc6b0\uae30\uac00 \ub354\uc6b1 \uc26c\uc6c0), \uae30\ucd08\uc801\uc778 \ubd80\ubd84\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uba74\uc11c \ud30c\uc774\ud1a0\uce58\uc640 \ube44\uc2b7\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ucc98\uc74c\ubd80\ud130 \uc0c8\ub85c \ub9cc\ub4e0\ub2e4. \ub530\ub77c\uc11c \ud30c\uc774\ud1a0\uce58\uac00 \ub0b4\ubd80\uc801\uc73c\ub85c \uc5b4\ub5bb\uac8c \uc6c0\uc9c1\uc774\ub294\uc9c0 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uac8c \ub41c\ub2e4. fast.ai \ud300\uc740 \uc774 \uacfc\uc815\uc5d0\uc11c \uc8fc \ud30c\uc774\ud1a0\uce58\uc758 \uba87 \uac00\uc9c0 \ubc84\uadf8\ub3c4 \uc218\uc815\ud55c\ub2e4.
\n <\/p>\n
\uc6b0\uc218\ud55c \ucee4\ubba4\ub2c8\ud2f0\ub3c4 \uc7a5\uc810<\/h3>\n
\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ud30c\uc774\ud1a0\uce58 \ucee4\ubba4\ub2c8\ud2f0\ub294 \uc815\ub9d0 \uc720\uc775\ud558\ub2e4. pytorch.org \uc6f9\uc0ac\uc774\ud2b8\uc5d0\ub294 \ud30c\uc774\ud1a0\uce58 \ub9b4\ub9ac\uc2a4\uc640 \ucda9\uc2e4\ud788 \ubcf4\uc870\ub97c \ub9de\ucd94\ub294 \ubb38\uc11c\uc640 \ud568\uaed8, \ud30c\uc774\ud1a0\uce58\uc758 \uc8fc \uae30\ub2a5\ubd80\ud130 \ub9de\ucda4\ud615 C++ \uc5f0\uc0b0\uc790\ub97c \ud1b5\ud574 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud655\uc7a5\ud558\ub294 \uc138\ubd80\uc801\uc778 \ubc29\ubc95\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ubaa8\ub4e0 \uc8fc\uc81c\uc5d0 \uad00\ud55c \uc790\uc2b5\uc11c\ub3c4 \uc900\ube44\ub3fc \uc788\ub2e4. \uc774 \uc790\uc2b5\uc11c\ub294 \ud559\uc2b5\/\uac80\uc99d\/\ud14c\uc2a4\ud2b8 \uc2a4\ud50c\ub9bf\uacfc \ud559\uc2b5 \ub8e8\ud504 \ub4f1\uc5d0 \ub300\ud55c \ud45c\uc900\ud654 \uce21\uba74\uc5d0\uc11c \ub2e4\uc18c \uc544\uc26c\uc6b4 \uba74\uc774 \uc788\uc9c0\ub9cc \ud2b9\ud788 \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc774 \ub3c4\uc785\ub420 \ub54c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub9ac\uc18c\uc2a4\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4.
\n 
\n\uacf5\uc2dd \ubb38\uc11c \uc678\uc5d0, discuss.pytorch.org\uc758 \ub514\uc2a4\ucf54\uc2a4(Discourse) \uae30\ubc18 \ud3ec\ub7fc\uc740 \ud575\uc2ec \ud30c\uc774\ud1a0\uce58 \uac1c\ubc1c\uc790\uc640 \uc190\uc27d\uac8c \ub300\ud654\ud558\uace0 \ub3c4\uc6c0\uc744 \ubc1b\uc744 \uc218 \uc788\ub294 \ud6cc\ub96d\ud55c \ub9ac\uc18c\uc2a4\ub2e4. \ub9e4\uc8fc 1,500\uac1c \uc774\uc0c1\uc758 \uae00\uc774 \uc62c\ub77c\uc624\uba70 \ubd84\uc704\uae30\uac00 \uc6b0\ud638\uc801\uc774\uace0 \ud65c\ubc1c\ud558\ub2e4. \uc774 \ud3ec\ub7fc\uc5d0\uc11c\ub294 \uc8fc\ub85c fast.ai\uc758 \uc790\uccb4 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc9c0\uc5d0 \ub300\ud574 \ud1a0\ub860\ud558\uc9c0\ub9cc forums.fast.ai\uc5d0 \uc788\ub294 \ube44\uc2b7\ud55c \ud3ec\ub7fc \uc5ed\uc2dc \ud143\uc138(\uc2ac\ud508 \uc77c\uc774\uc9c0\ub9cc \ub9ce\uc740 \ub525 \ub7ec\ub2dd \ud1a0\ub860\uc7a5\uc758 \ubb38\uc81c) \uc5c6\uc774 \ucd08\ubcf4\uc790\ub97c \uc801\uadf9\uc801\uc73c\ub85c \ub3c4\uc640\uc8fc\ub294 \ud6cc\ub96d\ud55c \ucee4\ubba4\ub2c8\ud2f0\uc774\uba70, \ub2e4\ub978 \uc8fc\uc81c\ub3c4 \ub9ce\uc774 \ub2e4\ub8ec\ub2e4.
\n <\/p>\n
\ud30c\uc774\ud1a0\uce58\uc758 \ud604\uc7ac\uc640 \ubbf8\ub798<\/h3>\n
\uc5ec\uae30\uae4c\uc9c0 \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud560 5\uac00\uc9c0 \uc774\uc720\ub97c \uc0b4\ud3b4\ubd24\ub2e4. \ucc98\uc74c\uc5d0 \uc5b8\uae09\ud588\ub4ef\uc774 \uc774 \uc911\uc5d0\ub294 \uacbd\uc7c1 \ud504\ub808\uc784\uc6cc\ud06c \ub300\ube44 \ud30c\uc774\ud1a0\uce58\uc758 \uc804\uc720\ubb3c\uc774 \uc544\ub2cc \uc694\uc18c\ub3c4 \uc788\uc9c0\ub9cc \uc774\ub7ec\ud55c \ubaa8\ub4e0 \uc774\uc720\uc758 \uc870\ud569\uc740 \ud544\uc790\uac00 \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c \ud30c\uc774\ud1a0\uce58\ub97c \uc120\ud0dd\ud558\ub294 \uadfc\uac70\uac00 \ub41c\ub2e4. \ud30c\uc774\ud1a0\uce58\uac00 \ud604\uc7ac \ubd80\uc871\ud55c \uc601\uc5ed\ub3c4 \uc788\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ubaa8\ubc14\uc77c, \ud76c\uc18c \ub124\ud2b8\uc6cc\ud06c, \uc26c\uc6b4 \ubaa8\ub378 \uc591\uc790\ud654 \ub4f1\uc774\ub2e4. \uadf8\ub7ec\ub098 \ube60\ub978 \uac1c\ubc1c \uc18d\ub3c4\ub97c \uac10\uc548\ud558\uba74 \uc62c\ud574 \ub9d0 \uc815\ub3c4\uba74 \uc774\ub7ec\ud55c \uc601\uc5ed\uc5d0\uc11c\ub3c4 \ud30c\uc774\ud1a0\uce58\uac00 \uc9c0\uae08\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \uac15\uc138\ub97c \ubcf4\uc774\uac8c \ub420 \uac83\uc774\ub2e4.
\n 
\n\ub9c8\ubb34\ub9ac\ud558\uae30\uc5d0 \uc55e\uc11c \ub450 \uac00\uc9c0 \uc608\ub9cc \ub354 \uc0b4\ud3b4\ubcf4\uc790. \uccab\uc9f8, \uc9c0\ub09c 12\uc6d4\uc5d0 \uc2e4\ud5d8\uc801 \uae30\ub2a5\uc73c\ub85c \ub3c4\uc785\ub41c \ud30c\uc774\ud1a0\uce58 \uc77c\ub798\uc2a4\ud2f1\uc774\ub2e4. \ud30c\uc774\ud1a0\uce58\uc758 \uae30\uc874 \ubd84\uc0b0 \ud559\uc2b5 \ud328\ud0a4\uc9c0\ub97c \ud655\uc7a5\ud574\uc11c \ub300\uaddc\ubaa8 \ubaa8\ub378 \ud559\uc2b5\uc744 \ub354 \uac15\ud654\ud55c\ub2e4. \uc774\ub984\uc5d0\uc11c \uc54c \uc218 \uc788\ub4ef\uc774 \uc774\ub97c \uc704\ud574 \ud0c4\ub825\uc131 \uc788\ub294 \uc5ec\ub7ec \uba38\uc2e0\uc5d0\uc11c \uc2e4\ud589\ub418\uba70, \uc804\uccb4 \uc791\uc5c5\uc744 \uba48\ucd94\uac70\ub098 \uc911\ub2e8\ud558\uc9c0 \uc54a\uc73c\uba74\uc11c \uc5b8\uc81c\ub4e0 \ud559\uc2b5 \uc791\uc5c5\uc5d0\uc11c \ub178\ub4dc\ub97c \ub123\uace0 \ube84 \uc218 \uc788\ub2e4.<\/p>\n
\ub450 \ubc88\uc9f8\ub294 \uc624\ud508AI\uac00 \uc8fc \uac1c\ubc1c \ud50c\ub7ab\ud3fc\uc73c\ub85c \ud30c\uc774\ud1a0\uce58\ub97c \ub3c4\uc785\ud55c\ub2e4\uace0 \ubc1c\ud45c\ud55c \uac83\uc774\ub2e4. \ud30c\uc774\ud1a0\uce58\uc5d0\ub294 \ub9e4\uc6b0 \uc911\ub300\ud55c \uc131\uacfc\ub2e4. \uc624\ud508AI\uac00 \ud30c\uc774\ud1a0\uce58\ub97c \ucc44\ud0dd\ud588\ub2e4\ub294 \uac83\uc740 GPT-2(\uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30, \uae30\uacc4 \ubc88\uc5ed, \ub3c5\ud574, \uc694\uc57d\uc744 \uc704\ud55c \ucd5c\uc2e0 \uc5b8\uc5b4 \ubaa8\ub378)\ub97c \ub9cc\ub4e0 \uc0ac\ub78c\ub4e4\uc774 \uc544\uc774\ub514\uc5b4\ub97c \ubc18\ubcf5 \uac1c\ubc1c\ud558\ub294 \ub370 \uc788\uc5b4 \ud30c\uc774\ud1a0\uce58\uac00 \ud150\uc11c\ud50c\ub85c\uc6b0\ubcf4\ub2e4 \ub354 \uc0dd\uc0b0\uc801\uc778 \ud658\uacbd\uc744 \uc81c\uacf5\ud55c\ub2e4\uace0 \uc5ec\uae34\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud558\uae30 \ub54c\ubb38\uc774\ub2e4.
\n 
\n\ud504\ub9ac\ud37c\ub4dc \ub124\ud2b8\uc6cd\uc2a4(Preferred Networks)\uac00 \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc778 \uccb4\uc774\ub108\ub97c \uc720\uc9c0\ubcf4\uc218 \ubaa8\ub4dc\ub85c \uc804\ud658\ud558\uace0 \ud30c\uc774\ud1a0\uce58\ub85c \uc774\uc804\ud55c \ub370 \uc774\uc5b4 \uc624\ud508AI\uac00 \ud30c\uc774\ud1a0\uce58\ub97c \ub3c4\uc785\ud558\uae30\ub85c \uacb0\uc815\ud55c \uac83\uc740 \ud30c\uc774\ud1a0\uce58\uac00 \uc9c0\ub09c 2\ub144 \uc0ac\uc774 \uc5bc\ub9c8\ub098 \ub9ce\uc774 \ubc1c\uc804\ud588\ub294\uc9c0 \uc798 \ubcf4\uc5ec\uc8fc\uba70, \ud30c\uc774\ud1a0\uce58\uac00 \uc55e\uc73c\ub85c\ub3c4 \uacc4\uc18d \uac1c\uc120\uc744 \uac70\ub4ed\ud558\uba74\uc11c \uc0ac\uc6a9\uc790\ub97c \ud761\uc218\ud560 \uac83\uc784\uc744 \uc608\uace0\ud55c\ub2e4. AI \uc601\uc5ed\uc744 \uc8fc\ub3c4\ud558\ub294 \uc774\ub4e4\uc774 \ud30c\uc774\ud1a0\uce58\ub97c \uc120\ud638\ud55c\ub2e4\uba74 \ub2e4\ub978 \uc0ac\ub78c\ub4e4\uc5d0\uac8c\ub3c4 \ud30c\uc774\ud1a0\uce58\uac00 \uc88b\ub2e4\ub294 \uc758\ubbf8\uc77c \uac83\uc774\ub2e4. editor@itworld.co.kr <\/p>\n
[\ucd9c\ucc98] https:\/\/www.itworld.co.kr\/news\/144936<\/span><\/p>\n
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[ \u4e00\u65e530\u5206 \uc778\uc0dd\uc2b9\ub9ac\uc758 \ud559\uc2b5\ubc95] \ud30c\uc774\ud1a0\uce58\ub85c \ub525\ub7ec\ub2dd\ud574\uc57c \ud558\ub294 5\uac00\uc9c0 \uc774\uc720 \ud30c\uc774\ud1a0\uce58\uac00 \ucd5c\uadfc 1.3 \ubc0f 1.4 \ub9b4\ub9ac\uc2a4\ub97c \ud1b5\ud574 \ud48d\ubd80\ud55c \uc131\ub2a5 \uac1c\uc120\uacfc \ubaa8\ubc14\uc77c \ud50c\ub7ab\ud3fc\uc6a9 \uac1c\ubc1c\uc790 \uce5c\ud654\uc801\uc778 \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud558\uba74\uc11c \uac15\ub825\ud558\uac8c \ubd80\uc0c1\ud558\uace0 \uc788\ub2e4. \uacfc\uc5f0 MX\ub137, \uccb4\uc774\ub108(Chainer), \ud150\uc11c\ud50c\ub85c\uc6b0(TensorFlow) \ub4f1\uc758 \ub2e4\ub978 \ud504\ub808\uc784\uc6cc\ud06c \ub300\uc2e0 \ud30c\uc774\ud1a0\uce58\ub97c \uc120\ud0dd\ud560 \ub9cc\ud55c \uc774\uc720\uac00 \uc788\uc744\uae4c? \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud574\uc57c \ud560 5\uac00\uc9c0 \uc774\uc720\ub97c \uc0b4\ud3b4\ubcf4\uc790.   \uba3c\uc800, \uae30\uc0ac\ub97c \uc2dc\uc791\ud558\uae30\ub3c4 \uc804\uc5d0 \ubd84\ub178\uc758 \ud2b8\uc717\uacfc \uc774\uba54\uc77c\uc744 […]<\/p>\n
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