{"id":62520,"date":"2022-08-02T17:12:59","date_gmt":"2022-08-02T08:12:59","guid":{"rendered":"https:\/\/smilegate.ai\/?p=62520"},"modified":"2022-08-08T09:54:25","modified_gmt":"2022-08-08T00:54:25","slug":"transformers-united","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2022\/08\/02\/transformers-united\/","title":{"rendered":"Transformers United"},"content":{"rendered":"<p>[AI Lab \uae40\ubb34\uc131]&nbsp;<\/p>\n\n\n\n<p>\uc2a4\ud0e0\ud3ec\ub4dc\uc758 CS25 : Transformers United \uac15\uc88c \ub3d9\uc601\uc0c1\uc774 \ucd5c\uadfc \uacf5\uac1c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. [1]<\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Stanford CS25 - Transformers United\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/videoseries?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\uac15\uc88c[2] \uc790\uccb4\ub294 \uc791\ub144 \ud558\ubc18\uae30\uc785\ub2c8\ub2e4\ub9cc, \uadf8\uac04 \uc2ac\ub77c\uc774\ub4dc\ub9cc \uacf5\uac1c\ud558\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0\ub370 \uc774\ubc88\uc5d0 \ub3d9\uc601\uc0c1\ub3c4 \uc720\ud29c\ube0c\ub97c \ud1b5\ud574 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4. \uc2ac\ub77c\uc774\ub4dc \uc790\ub8cc\ub3c4 \ucc38 \uc88b\uc9c0\ub9cc \uadf8\ub798\ub3c4 \uc5ed\uc2dc \uc9c1\uc811 \ubc1c\ud45c\ub97c \ub4e3\ub294 \uac83\ub9cc\uc740 \ubabb\ud558\uc8e0. \ucd5c\uadfc \ub525\ub7ec\ub2dd\uc758 \ud750\ub984\uacfc \ud574\ub2f9 \uc5f0\uad6c\uc790\ub4e4\uc758 \uc778\uc0ac\uc774\ud2b8\ub97c \uc0dd\uc0dd\ud558\uac8c \ub4e4\uc744 \uc218 \uc788\uc5b4\uc11c \uc774\ubc88 \ud3ec\uc2a4\ud305 \ud1a0\ud53d\uc73c\ub85c \uc7a1\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\uc544\ub9c8 \uc774 \uae00\uc744 \ubcf4\uc2dc\ub294 \ub300\ubd80\ubd84\uc758 \ubd84\ub4e4\uc774 \uad6c\uae00\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38[3] \ubaa8\ub378\uc5d0 \ub300\ud574 \uc54c\uace0 \uacc4\uc2dc\ub9ac\ub77c \uc0dd\uac01\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc544\ubb34\ub798\ub3c4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc758 \uc8fc\uc694 \uc751\uc6a9\ubd84\uc57c\uac00 \uc790\uc5f0\uc5b4\ucc98\ub9ac \uc601\uc5ed\uc774\uc5c8\uace0, \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uad6c\uc870\uac00 \ub3c4\uc785\ub418\uba74 \ubaa8\ub378\uc774 \ucee4\uc9c0\ub294 \uacbd\ud5a5\uc774 \uc788\uc5b4\uc11c &#8216;\ub0b4 \ubd84\uc57c\uc5d0\ub294 \uc548\ub9de\uc544&#8217;\ub77c\uace0 \ud558\uc2dc\ub294 \ubd84\ub4e4\ub3c4 \uc788\uc5c8\uc744\uac70\uc5d0\uc694. \ud558\uc9c0\ub9cc \uc694\uc998 \ud2b8\ub79c\uc2a4\ud3ec\uba38\uac00 \uc0ac\uc6a9\ub418\ub294 \ubd84\uc57c\uac00 \uc5c4\uccad\ub098\uac8c \ube60\ub978 \uc18d\ub3c4\ub85c \ud655\uc7a5\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \uc758\ubbf8\uc5d0\uc11c \ub2e8\uc21c \uc790\uc5f0\uc5b4\ucc98\ub9ac\ub97c \ub118\uc5b4\uc11c\uc11c \uc5b4\ub5a4 \ubd84\uc57c\uc5d0 \uc5b4\ub5a4 \uc2dd\uc73c\ub85c \ub3c4\uc785\ub418\uace0 \uc788\ub294\uc9c0\ub97c \uc54c \uc218 \uc788\ub294 \uc88b\uc740 \uc790\ub8cc\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\uc5b4\ub5a4 \uc5f0\uad6c\uc790\ub4e4\uc740 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \ub525\ub7ec\ub2dd\uacc4\uc758 \ud2b8\ub79c\uc9c0\uc2a4\ud130 \ubc1c\uba85\ucc98\ub7fc \uc0dd\uac01\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uac1c\uc778\uc801\uc73c\ub860 \uc774\ubcf4\ub2e4 \ub354 \ud6a8\uc728\uc801\uc778 \uad6c\uc870\uc758 \ubaa8\ub378\uc774 \ub098\uc62c \uac83 \uac19\uc2b5\ub2c8\ub2e4\ub9cc, \uadf8\ub798\ub3c4 \ub2f9\ubd84\uac04\uc740(\ud639\uc740 \uc5b4\uca4c\uba74 \uaf64 \uc624\ub79c \uae30\uac04) \ub525\ub7ec\ub2dd \uae30\ubc18 AI \uc2dc\uc2a4\ud15c\uc758 \uc8fc\uc694 \ub808\uace0\ube14\ub85d\uc73c\ub85c \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub97c \uc0ac\uc6a9\ud558\uac8c \ub420 \uac83 \uac19\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uc774\uc810\uc774 \uc788\ub294\ub370, \uc8fc\ub85c \uc5f0\uad6c\ubcf4\ub2e4\ub294 \uc0b0\uc5c5\uc801 \uc751\uc6a9\uc758 \uc774\uc810\uc774 \ud07d\ub2c8\ub2e4. \uc0c1\uc5c5\uc131\uc774 \uc788\ub294 \ub370\uc774\ud130 \uae30\ubc18 AI \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294\ub370\ub294 \uc0dd\uac01\ubcf4\ub2e4 \ubaa8\ub378 \uc774\uc0c1\uc758 \ub9ce\uc740 \ucef4\ud3ec\ub10c\ud2b8\ub4e4\uc774 \ud544\uc694\ud55c \uac83\uc73c\ub85c \ubc1d\ud600\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ubcf4\uc774\ub294 \uadf8 \uc720\uba85\ud55c \uadf8\ub9bc\ucc98\ub7fc \ub9d0\uc774\uc8e0[4]. ML Core \uc678\uc5d0 \ud544\uc694\ud55c \ub2e4\ub978 \uc2dc\uc2a4\ud15c\ub4e4\uacfc \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ucd95\ud558\ub290\ub77c \ud604\uc7a5\uc5d0\uc11c\ub294 MLOps\ub77c\ub294 \uc774\ub984\uc73c\ub85c \ub9e4\uc6b0 \uace0\uad70\ubd84\ud22c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0\ub370 \uc800 MLCore\ub85c \ub4e4\uc5b4\uac08 \ubaa8\ub378\uc774 \ub2e8\uc21c\ud574\uc9c0\uba74 \uc815\ub9d0 \ub9ce\uc740 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"346\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-3.55.41-1024x346.png\" alt=\"\" class=\"wp-image-62524\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-3.55.41-1024x346.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-3.55.41-300x101.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-3.55.41-768x259.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-3.55.41-1536x519.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-3.55.41.png 2032w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>[4]<\/figcaption><\/figure>\n\n\n\n<p>\ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18\uc73c\ub85c \uad6c\uc131\ud558\uac8c \ub418\uba74 \uadf8\uac8c \uac00\ub2a5\ud574\uc9c0\uc9c0 \uc54a\uc744\uae4c\ub77c\uba70 \uc2dc\ub3c4\ud558\ub294 \ub9ce\uc740 \uc5f0\uad6c\ub4e4\uc774 \ub098\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc74c\uc131, \ub85c\ubd07 \uc561\uc158 \ub4f1\uc744 \ud1a0\ud06c\ub098\uc774\uc9d5 -&gt; \ud1a0\ud070 \uc2dc\ub9ac\uc988 -&gt; \ud3ec\uc9c0\uc158 \uc784\ubca0\ub529 -&gt; \ud1a0\ud070 \uc608\uce21 \ub85c\uc2a4 \ub4f1\uc73c\ub85c \uc77c\uc6d0\ud654\ud558\ub294 \uac83\uc774\uc8e0. \ubd80\ubd84\uc801\uc73c\ub85c \uc131\uacf5\ub3c4 \ud588\uad6c\uc694[5] (\ub525\ub9c8\uc778\ub4dc\uc758 \uc5b4\ub5a4 \uc5f0\uad6c\uc790\ub294 \ubbf8\ub9ac &#8216;\uac8c\uc784 \uc624\ubc84&#8217;\ub77c\uba70 \uc120\uc5b8\ud558\uae30\ub3c4 \ud588\uc9c0\ub9cc \uc774\uac74 \uc880 \ub354 \uc9c0\ucf1c\ubd10\uc57c\uaca0\uc8e0).<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"530\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-4.13.38-1024x530.png\" alt=\"\" class=\"wp-image-62526\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-4.13.38-1024x530.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-4.13.38-300x155.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-4.13.38-768x398.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-4.13.38-1536x795.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2022-08-02-\u110b\u1169\u1112\u116e-4.13.38.png 2032w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>[5]<\/figcaption><\/figure>\n\n\n\n<p>\ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc911\uc2ec\uc73c\ub85c AI \uc544\ud0a4\ud14d\uccd0\ub97c \uad6c\uc131\ud558\uba74 \uaddc\ubaa8\ub97c \ud0a4\uc6b0\uae30\uc5d0\ub3c4 \uc88b\uc2b5\ub2c8\ub2e4. \ubb3c\ub860 &#8216;\uc810\uc810 \ubaa8\ub378 \ud06c\uae30\ub9cc \ud06c\uac8c\ud558\ub294 \uce58\ud0a8 \uac8c\uc784\uc73c\ub85c \uac00\uace0 \uc788\ub2e4&#8217;\ub77c\uba70 \ubabb\ub9c8\ub545\ud574\ud558\ub294 \uc5f0\uad6c\uc790\ub4e4\ub3c4 \uc788\uc9c0\ub9cc, \ub2f9\ubd84\uac04 \uc774\ub97c \uc8fc\ub3c4\ud558\ub294 \ube45\ud14c\ud06c \uae30\uc5c5\/\uc5f0\uad6c\uc18c\ub294 \uc774\ub97c \uacc4\uc18d \uc2dc\ub3c4\ud560\ub9cc\ud55c \uc5ec\ub7ec \uc774\uc720\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \uc870\uc9c1\ub4e4\uc740 \ube44\ub85d \uc774\ub807\uac8c \uaddc\ubaa8\uac00 \ucee4\uc9c4 AI \uc2dc\uc2a4\ud15c \uc790\uccb4\ub294 \uc0c1\uc5c5\uc131\uc774 \ub5a8\uc5b4\uc9c0\uc9c0\ub9cc \ud074\ub77c\uc6b0\ub4dc\ub97c \ube44\uc988\ub2c8\uc2a4 \uc8fc\ub825\uc73c\ub85c \uc0bc\uac70\uac70\ub098 API \ud638\ucd9c\ub2f9 \uacfc\uae08\ud615\ud0dc \ud574\uc11c \uaddc\ubaa8\uc758 \uacbd\uc81c\ub85c \uc5ec\ub7ec \uc0ac\uc6a9\uc790\/\uae30\uc5c5\ub4e4\uc5d0\uac8c \ud310\ub9e4\ud558\uc5ec \ud559\uc2b5\/\ucd94\ub860 \ube44\uc6a9\uc744 \ub0ae\ucd98\ub2e4\ub358\uac00 \ud558\ub294 \uc2dd\uc73c\ub85c \uaf64 \uadf9\ubcf5\ud574 \ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 AI \uc0b0\uc5c5 \uacbd\uc7c1\uc744 \ub3c8\uc758 \uc2f8\uc6c0\uc73c\ub85c \uc804\ud658\uc2dc\ucf1c \uacbd\uc7c1 \uadf8\ub8f9\ubcf4\ub2e4 \uc55e\uc11c\ub098\uac08 \uc218 \uc788\uace0 \ubbf8\ub798 \uc778\ud504\ub77c\ub97c \ucc28\uc9c0\ud558\uac8c \ub420 \uc218\ub3c4 \uc788\uc8e0.    <\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm02-1024x596.png\" alt=\"\" class=\"wp-image-62527\" width=\"960\" height=\"558\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm02-1024x596.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm02-300x175.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm02-768x447.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm02-1536x894.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm02.png 1660w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption>[6]<\/figcaption><\/figure>\n\n\n\n<p>\uc911\uc18c\uaddc\ubaa8 \uae30\uc5c5\/\uc5f0\uad6c\uc870\uc9c1\uc758 AI\uae30\ud68d\/MLOps\/ML \uc751\uc6a9 \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc790\ub4e4\ub3c4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18\uc73c\ub85c \ud655\uc7a5\ub418\uace0 \uc788\ub294 \ud604\uc7ac\uc758 \ud750\ub984\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \uaf64 \ub9ce\uc740 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ubb3c\ub860 \uc774\ub978\ubc14 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378[6]\uc774\ub77c \ubd80\ub974\ub294 \uba40\ud2f0\ubaa8\ub2ec-\uba40\ud2f0\ud0dc\uc2a4\ud06c \ubaa8\ub378\ub4e4\uc744 \uc9c1\uc811 \ud559\uc2b5\/\uad6c\uc131\ud558\ub294 \uac83\uc740 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7f0 \uac70\ub300\uaddc\ubaa8 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\ub4e4\uc774 \uac00\uc9c0\ub294 &#8216;\uc804\uc774 \ud559\uc2b5&#8217; \ub2a5\ub825\uc740  &#8216;few-shot learning(\ud4e8\uc0f7 \ub7ec\ub2dd)&#8217;\uc774\ub098 &#8216;Prompt learning(\ud2b9\ud788 in context learning \ubc29\uc2dd)&#8217; \ub4f1\uc73c\ub85c \uc774\uc804\ubcf4\ub2e4 \ub354 \uc801\uc740 \ub370\uc774\ud130\ub85c \ub354 \uc26c\uc6b4 \ud559\uc2b5\ubc29\uc2dd(\ud639\uc740 \ube44\ud559\uc2b5 \ubc29\uc2dd)\uacfc \ucd94\ub860 \ubc29\uc2dd\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0b0\uc5c5\uc751\uc6a9\uc758 \uce21\uba74\uc5d0\uc11c\ub294 \uc544\ub798 \uadf8\ub9bc\ucc98\ub7fc \uac1c\ubc1c-\uac1c\uc120 \ud504\ub85c\uc138\uc2a4\uac00 \ub2e8\uc21c\ud654\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac70\uae30\uc5d0 \ub354\ud574 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 transformers [7] \ub77c\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911\uc2ec\uc73c\ub85c \uc88b\uc740 \ub3c4\uad6c \uc0dd\ud0dc\uacc4\uac00 \ub9c8\ub828\ub418\uc5b4 \uc788\uace0 \uc810\uc810 \ud655\uc7a5\ub418\uace0 \uc788\uae30\uc5d0 \uc5b4\ub290\uc815\ub3c4 \uade0\uc9c8\ud654\ub41c AI \uc751\uc6a9 \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158 \uc778\ub825\uc744 \ucc44\uc6a9\/\uad50\uc721\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2ec\uc9c0\uc5b4 GPU\/TPU[8] \ub4f1\uc758 \ub525\ub7ec\ub2dd \uc804\uc6a9 \uac00\uc18d\ud654 \uae30\uae30\ub4e4\uc774  on-demand\ub85c \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uace0,  JAX\/Flax \ub4f1\uc758 \uc18d\ub3c4\ud5a5\uc0c1\ub41c \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac \uae30\ubc18 \uad6c\ud604\uccb4\ub4e4\uc774 \ud574\ub2f9 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 \ud1b5\ud569\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc744 \ud65c\uc6a9\ud558\uba74 BERT\ub098 GPT-2 \ub4f1\uc758 \ubaa8\ub378\uc740 \ucc98\uc74c \ub4f1\uc7a5\ud588\uc744 \ub54c\uc640 \ube44\uad50\ud574\uc11c \uc18c\/\uc911\ud615 \ubaa8\ub378\uc774\ub77c\uace0 \ud560 \uc218 \uc788\uc73c\ub2c8 \uc801\uc808\ud558\uac8c \ucd08\ub300\uaddc\ubaa8 \ubaa8\ub378\uacfc \ubbf8\ub514\uc5c4 \ubaa8\ub378\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ud6a8\uc728\uc801\uc778 \uc2dc\uc2a4\ud15c\uc744 \uad6c\uc131\ud558\uae30 \uc26c\uc6cc\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub9c8 \ud604\uc7ac \ubd88\ubd99\uace0 \uc788\ub294 NPU \uc5f0\uad6c\ub4e4\uc774 \uc5b4\ub290 \uc815\ub3c4 \uc131\uacfc\ub97c \ubcf4\uc774\uac8c \ub420 \uadfc\ubbf8\ub798\uc5d0\ub294 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378\uc744 API \ud638\ucd9c\uc774 \uc544\ub2cc \ubc29\uc2dd\uc73c\ub85c \uc6b4\uc601\ud558\ub294 \uac83\ub3c4 ROI\uac00 \ub098\uc624\ub294 \uc0c1\ud669\uc774 \ub418\uaca0\uc8e0.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"623\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm03-1024x623.png\" alt=\"\" class=\"wp-image-62528\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm03-1024x623.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm03-300x182.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm03-768x467.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm03-1536x934.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/fdm03.png 1648w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>[6]<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"594\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image-1024x594.jpeg\" alt=\"\" class=\"wp-image-62195\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image-1024x594.jpeg 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image-300x174.jpeg 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image-768x446.jpeg 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image-600x348.jpeg 600w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image-264x153.jpeg 264w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/05\/tpu-image.jpeg 1034w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\uc5f0\uad6c\uc790\ub85c\uc11c\ub3c4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18 \uc5f0\uad6c\ub4e4\uc758 \ucd5c\uc2e0 \ud750\ub984\uc744 \ub530\ub77c\uac00\ub294 \uac83\uc740 \ub9ce\uc740 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uc601\uc5ed\uc744 \ub2e8\uc77c\ud55c \uc544\ud0a4\ud14d\uccd0\ub85c \ub118\ub098\ub4e4 \uc218 \uc788\uc73c\uba70, \uac70\ub300\ud654\ub418\uace0 \uc788\ub294 \ubaa8\ub378\ub4e4\uc5d0\uc11c \ud30c\uc0dd\ub418\ub294 \uc5ec\ub7ec \ubb38\uc81c\ub4e4\uc744 \ubbf8\ub9ac \uccb4\ud5d8\ud574\ubcf4\uac70\ub098 \ub300\ube44\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud4e8\uc0f7, \uc81c\ub85c\uc0f7 \ud604\uc0c1\ub4e4, \uba40\ud2f0\ubaa8\ub2ec \uba40\ud2f0\ud1a0\ud070, \uaddc\ubaa8\uac00 \ucee4\uc9c0\uba74\uc11c \ucd9c\ud604\ud558\uace0 \uc788\ub294 \uc5ec\ub7ec \ud604\uc0c1\ub4e4. \ubb3c\ub860 \uc9c1\uc811 \uc774\ub7f0 \uaddc\ubaa8\ub85c \ub9cc\ub4e4 \uc218 \uc5c6\ub294 \uc0c1\ud669\uc5d0 \uc788\ub294 \uc5f0\uad6c\uc790\ub098 \uc5f0\uad6c\uc9d1\ub2e8\uc774 \ub354 \ub9ce\uaca0\uc9c0\ub9cc \uadf8\ub798\ub3c4 API \ud638\ucd9c\uc774\ub098 \ud30c\uc778\ud29c\ub2dd, \ub610\ub294 \uc870\uae08\uc529 \uacf5\uac1c\ub418\uace0 \uc788\ub294 \uc624\ud508\uc18c\uc2a4\ud615 \uac70\ub300\ubaa8\ub378\ub4e4\uc744 \ud1b5\ud574 \uac04\uc811\uc801\uc73c\ub85c \uc5f0\uad6c\ud560 \uc218 \uc788\uace0 \ub300\ube44\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c MLOps\uc758 \ub2e4\ub978 \uc601\uc5ed\ub4e4\ub85c \uc5f0\uacb0\ub418\ub294 \uc9c0\uc810\uc73c\ub85c \uc5f0\uad6c\uc5ed\ub7c9\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c \uaddc\ubaa8\uac00 \ucee4\uc9c0\ub294 \ubaa8\ub378\uc744 \uc11c\ube59\ud560\uc9c0 &#8211; \ubaa8\ub378\/\ub370\uc774\ud130 \ubcd1\ub82c\ud654 \ub77c\ub358\uac00, Foundation Model\uc5d0 \uc790\uae30\ub9cc\uc758 \ud2b9\ud654\ub41c \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \uacb0\ud569\ud558\uace0 \uc0c1\ud638\uc6b4\uc6a9\ud560\uc9c0\uc5d0 \ub300\ud55c Data-Centric AI\ub77c\ub358\uac00 \ub9d0\uc774\uc8e0. <\/p>\n\n\n\n<p>\uadf8\ub9ac\uace0 \ud604\uc7ac\ub294 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub97c \ud1b5\ud574 \uc9c4\ud589\ub418\uc9c0\ub9cc, \ub098\uc911\uc5d0 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub97c \ub300\uccb4\ud55c \ub354 \uc88b\uc740 \ubaa8\ub378\uc774 \ub098\uc624\ub354\ub77c\ub3c4 MLCore\ub9cc \uad50\uccb4\ub418\uc9c0 \ub098\uba38\uc9c0 \ubd80\ubd84\ub4e4\ub4e4\uc740 \uc544\ub9c8\ub3c4 \uc5ec\uc804\ud788 \ud575\uc2ec\uc801\uc778 \ud615\ud0dc\ub85c \ub0a8\uc544\uc11c &#8211; 10%\uc758 \uc601\uac10\uc73c\ub85c \uba40\ud2f0\ubaa8\ub2ec-\uba40\ud2f0\ud0dc\uc2a4\ud06c Foundation Model\uc744 \uc5d4\uc9c4\ucc98\ub7fc \uad6c\uc131\ud558\uace0, \uc774 \ubaa8\ub378\uc774 \ub0b4\ubc49\ub294 \uac15\ub825\ud558\uc9c0\ub9cc \ubd80\uc815\ud655\ud55c \uacb0\uacfc\ubb3c\ub4e4\uc744 \ubcf4\uc815\ud558\uace0 \uc81c\uc5b4\ud558\uace0 \ud574\uc11d\ud558\ub824\uace0 \uc560\uc4f0\ub294 90%\uc758 \ub178\ub825\uc758 \ud615\ud0dc\ub85c &#8211; \uacc4\uc18d \uc2e4\ubb34\uc790\/\uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \ub3c4\uc804\uacfc \ubcf4\uc0c1\uc744 \ubd80\uc5ec\ud560 \uac83\uc774\ub77c\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4. <\/p>\n\n\n\n<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;<\/p>\n\n\n\n<p>\u53c2\u8003<br>[1] Stanford CS25: Transformers United (Autumn 2021) youtube &#8211; https:\/\/www.youtube.com\/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM <\/p>\n\n\n\n<p>[2] CS25: Transformers United Stanford &#8211; Fall 2021 &#8211; https:\/\/web.stanford.edu\/class\/cs25\/<\/p>\n\n\n\n<p>[3] Attention Is All You Need \/ Google \/ 2017 &#8211; https:\/\/arxiv.org\/abs\/1706.03762<\/p>\n\n\n\n<p>[4] Hidden Technical Debt in Machine Learning Systems \/ Google \/ 2014 &#8211; https:\/\/research.google\/pubs\/pub43146\/<\/p>\n\n\n\n<p>[5] A Generalist Agent \/ DeepMind \/ 2022 &#8211; https:\/\/arxiv.org\/abs\/2205.06175<\/p>\n\n\n\n<p>[6] On the Opportunities and Risks of Foundation Models &#8211; https:\/\/arxiv.org\/abs\/2108.07258<\/p>\n\n\n\n<p>[7] hugging face&#8217;s transformers &#8211; https:\/\/huggingface.co\/docs\/transformers\/index<\/p>\n\n\n\n<p>[8] Cloud TPU &#8211; https:\/\/cloud.google.com\/tpu<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_62520\"  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\/2022\/08\/02\/transformers-united\/\"  data-item_title=\"Transformers United\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/PIXNIO-2247216-6000x4000-1-1024x683.jpeg\"  data-item_date=\"2022-08-02T17:12:59+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},"excerpt":{"rendered":"<p>[AI Lab \uae40\ubb34\uc131]&nbsp; \uc2a4\ud0e0\ud3ec\ub4dc\uc758 CS25 : Transformers United \uac15\uc88c \ub3d9\uc601\uc0c1\uc774 \ucd5c\uadfc \uacf5\uac1c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. [1] \uac15\uc88c[2] \uc790\uccb4\ub294 \uc791\ub144 \ud558\ubc18\uae30\uc785\ub2c8\ub2e4\ub9cc, \uadf8\uac04 \uc2ac\ub77c\uc774\ub4dc\ub9cc \uacf5\uac1c\ud558\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0\ub370 \uc774\ubc88\uc5d0 \ub3d9\uc601\uc0c1\ub3c4 \uc720\ud29c\ube0c\ub97c \ud1b5\ud574 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4. \uc2ac\ub77c\uc774\ub4dc \uc790\ub8cc\ub3c4 \ucc38 \uc88b\uc9c0\ub9cc \uadf8\ub798\ub3c4 \uc5ed\uc2dc \uc9c1\uc811 \ubc1c\ud45c\ub97c \ub4e3\ub294 \uac83\ub9cc\uc740 \ubabb\ud558\uc8e0. \ucd5c\uadfc \ub525\ub7ec\ub2dd\uc758 \ud750\ub984\uacfc \ud574\ub2f9 \uc5f0\uad6c\uc790\ub4e4\uc758 \uc778\uc0ac\uc774\ud2b8\ub97c \uc0dd\uc0dd\ud558\uac8c \ub4e4\uc744 \uc218 \uc788\uc5b4\uc11c \uc774\ubc88 \ud3ec\uc2a4\ud305 \ud1a0\ud53d\uc73c\ub85c \uc7a1\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc544\ub9c8 \uc774&hellip;<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_62520\"  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\/2022\/08\/02\/transformers-united\/\"  data-item_title=\"Transformers United\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/08\/PIXNIO-2247216-6000x4000-1-1024x683.jpeg\"  data-item_date=\"2022-08-02T17:12:59+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":62522,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[532,18,19,196],"tags":[188],"class_list":["post-62520","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nlp","category-tech03","category-tech04","category-code","tag-featured","category-532","category-18","category-19","category-196","description-off"],"_links":{"self":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/62520","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=62520"}],"version-history":[{"count":7,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/62520\/revisions"}],"predecessor-version":[{"id":62532,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/62520\/revisions\/62532"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media\/62522"}],"wp:attachment":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media?parent=62520"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/categories?post=62520"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/tags?post=62520"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}