{"id":20450,"date":"2021-06-03T11:03:25","date_gmt":"2021-06-03T18:03:25","guid":{"rendered":"https:\/\/blog.webex.com\/uncategorized-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/"},"modified":"2021-08-05T13:46:32","modified_gmt":"2021-08-05T20:46:32","slug":"%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/","title":{"rendered":"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30"},"content":{"rendered":"<p><em>2021\ub144 4\uc6d4 28\uc77c REWORK \ucee8\ud37c\ub7f0\uc2a4\uc5d0\uc11c \uc81c\uac00 \uac15\uc5f0\ud55c \ub0b4\uc6a9\uc758 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c\uc785\ub2c8\ub2e4. \uc2ac\ub77c\uc774\ub4dc \uc790\ub8cc\ub294 <\/em><a href=\"https:\/\/drive.google.com\/file\/d\/1Pv84LsgvoAuHKgO_zGskm9Cxf1B_wtUh\/view?usp=sharing\"><em>\uc5ec\uae30<\/em><\/a>\uc5d0 \uc788\uc2b5\ub2c8\ub2e4<em>.\u00a0<\/em><\/p>\n<p><iframe loading=\"lazy\" title=\"Leveraging Speech Acts for Conversational AI | Cisco\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/Y7eSC97fr5c?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>\uc790\uc5f0 \uc5b8\uc5b4 \uc774\ud574(NLU)\ub294 \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc791\uc5c5 \uc9c0\ud5a5 \ub300\ud654 \uc2dc\uc2a4\ud15c\uc5d0\uc11c NLU\ub294 \uc0ac\uc6a9\uc790\uc758 \uc758\ub3c4\ub97c \uc2dd\ubcc4\ud558\uae30 \uc704\ud55c \ubd84\ub958\uc790\uc640 \uc874\uc7ac\ud558\ub294 \uc2ac\ub86f \ub610\ub294 \uc5d4\ud2f0\ud2f0\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \ub300\ud654 \uad00\ub9ac\uc790\ub294 \uc774 \ucd9c\ub825\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc801\uc808\ud55c \ub300\ud654 \uc0c1\ud0dc\ub97c \uc120\ud0dd\ud558\uace0 \uc0ac\uc6a9\uc790\uc758 \uc694\uccad\uc744 \uc2e4\ud589\ud558\uae30 \uc704\ud574 \uc801\uc808\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc5b4\ub5a4 \uacbd\uc6b0\uc5d0\ub294 \uc758\ub3c4\ub97c \uc815\ud655\ud788 \ud30c\uc545\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uace0, \ub2e8\uc21c\ud788 \uc758\ub3c4\uc640 \uc0ac\uc6a9\uc790 \uc694\uccad\uc5d0 \uc788\ub294 \uc5d4\ud2f0\ud2f0\ub97c \uc544\ub294 \uac83\ub9cc\uc73c\ub85c \ub300\ud654 \uad00\ub9ac\uc790\uac00 \ucd5c\uc801\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \ucda9\ubd84\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uc9c0 \ubabb\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc18c\ub9e4 \uc758\ub958 \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc640 \ubd07\uc774 \ub2e4\uc74c\uacfc \uac19\uc740 \ub300\ud654\ub97c \ub098\ub204\ub294 \uc0c1\ud669\uc744 \ub5a0\uc62c\ub824 \ubcf4\uc138\uc694.<a href=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12396\" src=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\" alt=\"\uc790\uc5f0 \uc5b8\uc5b4 \uc774\ud574(NLU)\" width=\"2928\" height=\"1060\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png 980w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-300x109.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-1024x371.png 1024w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-768x278.png 768w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-1536x556.png 1536w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM-2048x741.png 2048w\" sizes=\"auto, (max-width: 2928px) 100vw, 2928px\" \/><\/a> \uc0ac\uc6a9\uc790\ub294 \uc778\uc0ac\ub9d0\ub85c \ub300\ud654\ub97c \uc2dc\uc791\ud55c \ub2e4\uc74c, \ud2b9\uc815 \uc81c\ud488\uc744 \ucc3e\uc544\ub2ec\ub77c\uace0 \uc694\uccad\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacbd\uc6b0 \ubd07\uc774 \ud655\uc778\ub41c \uc758\ub3c4\uc640 \uc2ac\ub86f\ub9cc\uc73c\ub85c \uc9c0\ub2a5\uc801\uc73c\ub85c \ub300\uc751\ud558\uc5ec \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc694\uccad\uacfc \uad00\ub828\ub41c \uc81c\ud488\uc744 \uc131\uacf5\uc801\uc73c\ub85c \ucd94\ucc9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc81c\ub294 \uc0ac\uc6a9\uc790\uac00 \ucd94\ucc9c\uc5d0 \ub300\ud574 \uc81c\ud488\uc5d0 \ub300\ud55c \uc778\uc0c1\uc73c\ub85c \uc751\ub2f5\ud560 \ub54c \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucffc\ub9ac\ub294 \uc5b4\ub5a4 \uc758\ub3c4\uc5d0 \ub9e4\ud551\ub418\uc5b4\uc57c \ud558\uba70 \uc5b4\ub5a4 \uc5d4\ud2f0\ud2f0\ub97c \ud0d0\uc9c0\ud574\uc57c \ud560\uae4c\uc694? \ubcf4\ud1b5 \uc774\ub7f4 \ub54c\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc880 \ub354 \uc2e4\ud589 \uac00\ub2a5\ud55c \ub300\ud654\ub85c \uc804\ud658\ud558\ub77c\ub294 \uba54\uc2dc\uc9c0\ub97c \ubcf4\ub0b4 \uc774\ub7ec\ud55c \uc0c1\ud669\uc744 \ucc98\ub9ac\ud588\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8216;\uc798 \uc774\ud574\uac00 \ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub354 \ub9ce\uc740 \uc635\uc158\uc744 \ubcf4\ub824\uba74 &#8216;\ub354 \ubcf4\uae30&#8217;\ub77c\uace0 \ub9d0\ud574 \uc8fc\uc138\uc694&#8217;\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc774\uac83\uc740 \ub098\uc05c \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc740 \uc544\ub2c8\uc9c0\ub9cc, NLU \uc2dc\uc2a4\ud15c\uc5d0 \ubc1c\ud654 \ud589\uc704\ub098 \ub300\ud654 \ud589\uc704\ub97c \uc2dd\ubcc4\ud558\uae30 \uc704\ud55c \ubd84\ub958\uc790 \ubaa8\ub4c8\uc744 \ucd94\uac00\ud558\uba74 \ubd07\uc744 \ub354\uc6b1 \uc9c0\ub2a5\uc801\uc73c\ub85c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><strong>\ubc1c\ud654 \ud589\uc704\ub780 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/strong><\/h2>\n<p>\ubc1c\ud654 \ud589\uc704\ub294 \ub300\ud654\uc758 \uac01 \ubc1c\uc5b8\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc758 \ub9e5\ub77d\uacfc \uc758\ub3c4\ub97c \ud3ec\ucc29\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc758\ub3c4\ub294 \ubcf8\uc9c8\uc801\uc73c\ub85c \ub354 \uc77c\ubc18\uc801\uc774\ub77c\ub294 \uc810\uc5d0\uc11c \uc77c\ubc18 \ub300\ud654\uc758 \uc758\ub3c4\uc640\ub294 \ub2e4\ub985\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8216;\uc5bc\ub9c8\uc778\uac00\uc694?&#8217; \ubc0f &#8216;\uc624\ub298 \ub0a0\uc528\ub294 \uc5b4\ub5a4\uac00\uc694?&#8217;\ub294 \uac01\uac01 &#8216;GET_COST&#8217;\uc640 &#8216;GET_WEATHER&#8217;\uc758 \uc758\ub3c4\uc5d0 \uc18d\ud558\uba70, &#8216;QUSTION&#8217;\uc774\ub77c\ub294 \ub3d9\uc77c \ubc1c\ud654 \ud589\uc704\uc5d0\ub3c4 \uc18d\ud558\uac70\ub098 \ub354\uc6b1\ub354 \uc138\ubd84\ub41c \ubc1c\ud654 \ud589\uc704\ub97c \uc6d0\ud560 \uacbd\uc6b0 &#8216;WH-QUESTION&#8217;\uc5d0 \uc18d\ud558\uac8c \ub429\ub2c8\ub2e4. \ubb38\ud5cc\uc5d0\ub294 \ub2e4\uc591\ud55c \ubc1c\ud654 \ud589\uc704 \ubd84\ub958\ubc95\uc774 \uc815\uc758\ub418\uc5b4 \uc788\uc73c\uba70, \uc751\uc6a9\uc5d0 \uc801\ud569\ud55c \ubd80\ubd84 \uc9d1\ud569\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud0dc\uadf8\uac00 \ubb34\uc5c7\uc778\uc9c0 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 42\uac1c\uc758 \ud48d\ubd80\ud55c \ud0dc\uadf8\ub97c \uc81c\uacf5\ud558\ub294 <a href=\"https:\/\/web.stanford.edu\/~jurafsky\/ws97\/manual.august1.html\">SWBD-DAMSL<\/a> \ubd84\ub958\ubc95\uc744 \ucc38\uc870\ud558\uc138\uc694.<\/p>\n<h2><strong>\ub300\ud654 \uad00\ub9ac\ub97c \uc704\ud55c \ubc1c\ud654 \ud589\uc704<\/strong><\/h2>\n<p>\uc55e\uc5d0\uc11c \uc18c\uac1c\ud55c \uc0ac\uc6a9\uc790\uc640 \ubd07\uc758 \ub300\ud654\uc5d0\uc11c\ub294 \uc138 \uac00\uc9c0 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 &#8216;GREETING'(\ub610\ub294 &#8216;CONVENTIONAL-OPENING&#8217;), &#8216;QUESTION&#8217; \ubc0f &#8216;OPINION-NEGATIVE&#8217;\uc758 \ubc1c\ud654 \ud589\uc704 \ub808\uc774\ube14\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc81c \ub9c8\uc9c0\ub9c9 \uc0ac\uc6a9\uc790\uac00 \ube0c\ub79c\ub4dc\uc5d0 \ub300\ud574 \ubd80\uc815\uc801\uc778 \uc758\uacac(\uc5d4\ud2f0\ud2f0 \uc720\ud615 &#8216;\ubc94\uc8fc&#8217;\uc5d0 \uc18d\ud558\ub294 \uac83\uc73c\ub85c \ud0dc\uadf8 \uc9c0\uc815)\uc744 \ubcf4\uc600\ub2e4\ub294 \uac83\uc744 \uc54c\uc558\uc73c\ubbc0\ub85c \ub300\ud654 \uad00\ub9ac\uc790\ub294 \ucd94\ucc9c \ubaa9\ub85d\uc744 \ud544\ud130\ub9c1\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc2eb\uc5b4\ud558\ub294 \uce74\ud14c\uace0\ub9ac\uc5d0\uc11c \uc635\uc158\uc744 \uc81c\uc678\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><strong>\ub300\ud654\uc5d0\uc11c \uc2e4\ud589 \uac00\ub2a5\ud55c \ud56d\ubaa9\uc744 \uc2dd\ubcc4\ud558\uae30 \uc704\ud55c \ubc1c\ud654 \ud589\uc704<\/strong><\/h2>\n<p>\ubc1c\ud654 \ud589\uc704 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ub610 \ub2e4\ub978 \ud765\ubbf8\ub85c\uc6b4 \uc608\uc2dc\ub294 \ubbf8\ud305\uc758 \ud558\uc774\ub77c\uc774\ud2b8\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ud55c \uc2e4\ud5d8\uc785\ub2c8\ub2e4. \uc5f0\uad6c\ub97c \ud1b5\ud574 \ub274\uc2a4 \uae30\uc0ac\ub97c \uc694\uc57d\ud558\ub294 \uac83\uacfc \ub2ec\ub9ac \uc8fc\uc11d\uc774 \ub2ec\ub9b0 \ub370\uc774\ud130\ub97c \uc5bb\uae30 \uae4c\ub2e4\ub86d\uae30 \ub54c\ubb38\uc5d0 \ubbf8\ud305\uc744 \ucd94\ucd9c\ud558\uc5ec \uc694\uc57d(\ubbf8\ud305\uc758 \ud558\uc774\ub77c\uc774\ud2b8)\ud558\ub294 \uac83\uc774 \uc5b4\ub824\uc6c0\uc774 \ubc1d\ud600\uc84c\uc2b5\ub2c8\ub2e4. \ud558\uc774\ub77c\uc774\ud2b8\ub294 \uc8fc\uad00\uc801\uc73c\ub85c \uc120\ubcc4\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \ubbf8\ud305\uc5d0\uc11c \ub17c\uc758\ub41c \uad6c\ud604\uacfc \uad00\ub828\ub41c \uc0c1\uc138 \uc815\ubcf4\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd9c\uc9c0 \ubaa8\ub974\uc9c0\ub9cc, \uc81c\ud488 \uad00\ub9ac\uc790\ub294 \ud575\uc2ec \uae30\uc220\uc758 \uc0c1\uc138 \uc815\ubcf4\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc8fc\uad00 \ub54c\ubb38\uc5d0 \ubbf8\ud305 \ub370\uc774\ud130\uc758 \ubbfc\uac10\ud55c \ud2b9\uc131\uacfc \ud568\uaed8 \ubaa8\ub378 \uad50\uc721\uc744 \uc704\ud55c \uc8fc\uc11d \ub370\uc774\ud130\ub97c \uc5bb\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ubb38\ud5cc\uacfc \ub0b4\ubd80 \uc870\uc0ac\uc5d0 \ub530\ub974\uba74 \uc0ac\ub78c\ub4e4\uc774 \ub3d9\uc758\ud558\ub294 \ub0b4\uc6a9\uc740 \uc791\uc5c5 \ud56d\ubaa9\uacfc \ud6c4\uc18d \uc870\uce58\uac00 \ubbf8\ud305\uc758 \ud575\uc2ec \ub0b4\uc6a9\uc758 \uc77c\ubd80\uac00 \ub418\uc5b4\uc57c \ud55c\ub2e4\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub3d9\uae30\uac00 \ubd80\uc5ec\ub418\uc5b4, \ubbf8\ud305\uc5d0\uc11c \uc2e4\ud589 \uac00\ub2a5\ud55c \ud56d\ubaa9\uc744 \uc2dd\ubcc4\ud558\ub294 \uac83\uc5d0 \ucd08\uc810\uc744 \uc881\ud614\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc2e4\ud589 \uac00\ub2a5\ud55c \ud56d\ubaa9\uc758 \uc758\ubbf8\ub97c \ubcf4\uc5ec \uc8fc\ub294 \uc608\uc785\ub2c8\ub2e4. \uc791\uc5c5 \ud56d\ubaa9\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0 \ubc94\uc8fc\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4. \uc791\uc5c5\uc744 \uc57d\uc18d\ud558\ub294 \ud654\uc790\uc640 \uba85\ub839\uc744 \ub0b4\ub9ac\ub294 \ud654\uc790\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad00\ucc30\ub85c \ubc1c\ud654 \ud589\uc704\uac00 \uc774 \ubb38\uc81c\ub97c \uc644\ubcbd\ud788 \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12406\" src=\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM.png\" alt=\"\ud654\uc790 \uc6b0\ub824 \uc0ac\ud56d\" width=\"2338\" height=\"1032\" srcset=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM.png 980w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-300x132.png 300w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-1024x452.png 1024w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-768x339.png 768w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-1536x678.png 1536w, https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.11.04-PM-2048x904.png 2048w\" sizes=\"auto, (max-width: 2338px) 100vw, 2338px\" \/><\/a> \uc791\uc5c5\uc758 \ubc1c\ud654 \ud589\uc704 \ubd84\ub958\ubc95\uc744 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\uc758\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc57d\uc18d[COM] \u2013 \ud654\uc790\uac00 \ubb34\uc5b8\uac00\ub97c \uc57d\uc18d\ud568\n<ul>\n<li>&#8216;\uc0c1\uc138 \uc815\ubcf4\uac00 \ub2f4\uae34 \uc774\uba54\uc77c\uc744 \ubcf4\ub0b4\uaca0\uc2b5\ub2c8\ub2e4.&#8217;<\/li>\n<li>&#8216;Jerry\uc640\uc758 \ubbf8\ud305\uc744 \uc6d4\uc694\uc77c\ub85c \uc124\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4.&#8217;<\/li>\n<\/ul>\n<\/li>\n<li>\uc9c0\uc2dc[DIR] \u2013 \ud654\uc790\uac00 \uccad\uc790\uc5d0\uac8c \uc694\uccad\ud558\uc5ec \ud589\uc704\ub97c \uc218\ud589\ud558\ub3c4\ub85d \ud568\n<ul>\n<li>&#8216;\uadf8\uac83\uc744 \ub0b4\uc77c \ub3d9\uae30\ud654\ud560 \uc218 \uc788\ub098\uc694?&#8217;<\/li>\n<li>&#8216;\uc774 \ud504\ub85c\uc81d\ud2b8\uc758 \uac00\uacac\uc801\uc740 \uc5b4\ub5bb\uc2b5\ub2c8\uae4c?&#8217;<\/li>\n<\/ul>\n<\/li>\n<li>\uc124\uba85[ELB] \u2013 \ud654\uc790\ub294 COM \ub610\ub294 DIR\uc5d0 \ub354 \ub9ce\uc740 \uc815\ubcf4 \ucd94\uac00\n<ul>\n<li>&#8216;Emma\uc640\uc758 \ubbf8\ud305\uc744 \uc624\ub298\ub85c \uc124\uc815\ud569\ub2c8\ub2e4. \uc8fc\uc694 \uc758\uc81c\ub294 \uc774 \ud504\ub85c\uc81d\ud2b8\ub97c \uc880 \ub354 \uba85\ud655\ud788 \ud558\uae30 \uc704\ud574 \ub17c\uc758\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.&#8217; (COM \ub2e4\uc74c ELB)<\/li>\n<li>&#8216;\ubb38\uc11c \uc791\uc5c5\uc744 \uc2dc\uc791\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \uacf5\uc720 \uacfc\uc815\uc774 \ub354 \uc26c\uc6cc\uc9d1\ub2c8\ub2e4.&#8217; (DIR \ub2e4\uc74c ELB)<\/li>\n<\/ul>\n<\/li>\n<li>\uc778\uc815[ACK] &#8211; \ud654\uc790\uac00 \ubb34\uc5b8\uac00\ub97c \uc778\uc815\ud568\n<ul>\n<li>&#8216;\uadf8\ub798, \uc88b\uc544.&#8217;<\/li>\n<li>&#8216;\ud6a8\uacfc\uac00 \uc788\ub294 \uac83 \uac19\uc544\uc694.&#8217;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\uc77c\ubd80 \uc57d\uc18d\uacfc \uc9c0\uce68\uc740 \uc791\uc5c5\uc758 \ubc94\uc8fc\uac00 \ubbf8\ud305 \uae30\uac04 \uc911\uc73c\ub85c \uc81c\ud55c\ub418\uae30 \ub54c\ubb38\uc5d0 \ubc18\ub4dc\uc2dc \uc2e4\ud604\ub418\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. \uc608: &#8216;\ub0b4 \ud654\uba74\uc744 \uacf5\uc720\ud558\uaca0\uc2b5\ub2c8\ub2e4&#8217; \ub610\ub294 &#8216;\ub0b4 Chrome \ucc3d\uc774 \ubcf4\uc774\ub098\uc694?&#8217; \uc774\ub7ec\ud55c \uc0ac\ub840\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 COM\uacfc DIR\uc744 \ubbf8\ud305 \uc911(IM) \ud074\ub798\uc2a4\uc640 \ubbf8\ud305 \ud6c4(PM) \ud074\ub798\uc2a4\ub85c \uc138\ubd84\ud654\ud569\ub2c8\ub2e4. COM-PM \ub610\ub294 DIR-PM\uc73c\ub85c \ubd84\ub958\ub418\ub294 \ubb38\uc7a5\uc740 \uc0ac\uc6a9\uc790\uac00 \uc2e4\ud589 \uac00\ub2a5\ud55c \ud56d\ubaa9\uc73c\ub85c \ud3ec\ucc29\ud558\ub294 \ub370 \uad00\uc2ec\uc774 \uc788\ub294 \ubb38\uc7a5\uc785\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc774\ub7ec\ud55c \ud0dc\uadf8\ub85c \uc8fc\uc11d\uc744 \ub2e8 \ubbf8\ud305\uc758 50,000\uac1c\uc758 \ubb38\uc7a5\uc5d0 \ub300\ud574 \uc0ac\uc804 \ud6c8\ub828\ub41c <a href=\"https:\/\/huggingface.co\/transformers\/model_doc\/roberta.html#robertaforsequenceclassification\">RoBERTa<\/a>(\ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubcc0\ud615) \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 3,000\uac1c\uc758 \ubcf4\ub958\ub41c \ubb38\uc7a5\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ud588\uc744 \ub54c \uc815\ud655\ud55c \ubc1c\ud654 \ud589\uc704\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc57d 82%\uc758 \uc815\ud655\ub3c4\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \ud68c\uc758\uc5d0\uc11c \ud575\uc2ec \ub0b4\uc6a9\uc744 \uc2dd\ubcc4\ud558\ub294 \ucd5c\uc885 \ubaa9\ud45c\ub97c \ud3c9\uac00\ud558\uae30 \uc704\ud574, \ub450 \uba85\uc758 \uc804\ubb38 \uc8fc\uc11d\uc790\uc5d0\uac8c 12\uac1c\uc758 \ubbf8\ud305\uc5d0 \ub300\ud574 \uac01 \ubb38\uc7a5\uc744 \ud558\uc774\ub77c\uc774\ud2b8\ub85c \uc120\uc815\ud574\uc57c \ud558\ub294\uc9c0 \uc5ec\ubd80\ub97c \uc774\uc9c4 \ub808\uc774\ube14\ub85c \uc8fc\uc11d\uc744 \ub2ec\uc544\ub2ec\ub77c\uace0 \uc694\uccad\ud588\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc815\ubc00\ub3c4\ub294 88%\ub85c \ub192\uc558\uc2b5\ub2c8\ub2e4. \uc989, \ubaa8\ub378\uc774 \uc608\uce21\ud55c 100\uac1c\uc758 \ud558\uc774\ub77c\uc774\ud2b8 \uc911 88\uac1c\uac00 \uc815\ud655\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc18c\ud658\uc728\uc740 42%\ub85c, \uc774\ub294 \ubaa8\ub378\uc774 \ud558\uc774\ub77c\uc774\ud2b8 50% \uc774\uc0c1\uc744 \ub204\ub77d\ud558\uac70\ub098 \uc57d\uc18d \uc2a4\ud0a4\ub9c8 \ub610\ub294 \uc9c0\uc2dc\uc5d0 \ub9de\uc9c0 \uc54a\ub294\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uac1c\uc120\ud574\uc57c \ud560 \ubd80\ubd84\uc740 \ub9ce\uc9c0\ub9cc, \uc815\ubc00\ub3c4\uac00 \ub192\ub2e4\ub294 \uac83\uc740 \ub9e4\uc6b0 \uace0\ubb34\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h2><strong>\ub2e4\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc0ac\ub840<\/strong><\/h2>\n<p>\uc800\ud76c\ub294 \uc720\uc6a9\ud55c \ubc1c\ud654 \ud589\uc704\uac00 \uc788\ub294 \ub450 \uac00\uc9c0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc0ac\ub840\ub9cc \uacf5\uc720\ud588\uc9c0\ub9cc, \ub2e4\uc591\ud55c \uc2e4\uc81c \uc0ac\uc6a9 \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubc1c\ud654 \ud589\uc704\ub294 \ucf5c\uc13c\ud130 \ub300\ud654 \ub85c\uadf8\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \ub300\ud654\uc758 \uc911\uc694\ud55c \uad6c\uc870\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ubb38\uc7a5\uc744 \uc790\ub3d9\uc73c\ub85c \uc815\uc911\ud558\uac8c \ub9cc\ub4dc\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud55c \ucd5c\uadfc <a href=\"https:\/\/arxiv.org\/pdf\/2004.14257.pdf\">\ubc1c\ud589\ubb3c<\/a>\uc740 \ubb34\ub840\ud55c \ubb38\uc7a5\uc744 \uc2dd\ubcc4\ud558\uae30 \uc704\ud574 \ubc1c\ud654 \ud589\uc704 \ubd84\ub958\uc790\ub97c \uc0ac\uc6a9\ud55c \ub2e4\uc74c \ud544\uc694\uc5d0 \ub530\ub77c \uc218\uc815\ud588\uc2b5\ub2c8\ub2e4. \uc0b4\ud3b4\ubcfc \uba87 \uac00\uc9c0 \uac1c\ubc29\ud615 \ub370\uc774\ud130 \uc9d1\ud569\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubc1c\ud654 \ud589\uc704 \ud0dc\uadf8\ub85c \uc8fc\uc11d\uc774 \ub2ec\ub9b0 \ub300\ud654\uac00 \ud3ec\ud568\ub41c <a href=\"https:\/\/compprag.christopherpotts.net\/swda.html\">Switchboard \ub9d0\ubb49\uce58<\/a>\uc640 <a href=\"https:\/\/www.aclweb.org\/anthology\/W04-2319.pdf\">ICSI Meeting Recorder \ub9d0\ubb49\uce58<\/a> \ub4f1\uc785\ub2c8\ub2e4. Webex\uc5d0\uc11c\ub294 \uc804\ud654, \uba54\uc2dc\uc9d5, \ubbf8\ud305 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\ubfd0\ub9cc \uc544\ub2c8\ub77c \ucee8\ud0dd \uc13c\ud130 \uc194\ub8e8\uc158 \ub4f1 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ub300\ud654\ub97c \uc811\ud569\ub2c8\ub2e4. \ubc1c\ud654 \ud589\uc704\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 NLP \ubaa8\ub378\uc744 \ud1b5\ud574 \uace0\uac1d\uc774 \uc790\uccb4 \ub370\uc774\ud130\uc5d0\uc11c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\ub294 \ub370 \uc5b4\ub5bb\uac8c \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uae30 \uc2dc\uc791\ud558\ub294 \ub2e8\uacc4\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uc774 \uc8fc\uc81c\uc5d0 \ub300\ud574 \ub354 \ub9ce\uc740 \uad00\uc2ec\uc744 \uac00\uc838\uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<blockquote><p><span data-contrast=\"auto\">MindMeld \ud300\uc5d0 \ud569\ub958\ud558\uace0 \uc2f6\uc740\uac00\uc694? mindmeld-jobs@cisco.com\uc73c\ub85c \uba54\uc77c\uc744 \ubcf4\ub0b4\uc8fc\uc138\uc694!<\/span><\/p><\/blockquote>\n<h2><strong>\uc791\uc131\uc790 \uc815\ubcf4<\/strong><\/h2>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/varshaembar\/\">Varsha Embar<\/a>\ub294 \uc2dc\uc2a4\ucf54 MindMeld \ud300\uc758 \uc218\uc11d \uba38\uc2e0\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\ub85c, \ud504\ub85c\ub355\uc158 \uc218\uc900\uc758 \ub300\ud654 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. Varsha\ub294 \uc800\uc790\uc6d0 \uc124\uc815\uc744 \uc704\ud55c \uae30\ub2a5\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \ud3ec\ud568\ud55c \ud575\uc2ec \uc790\uc5f0 \uc5b8\uc5b4 \ucc98\ub9ac \ud50c\ub7ab\ud3fc\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \ub178\ub825\ud558\uace0 \uc788\uc73c\uba70, \uc7a1\uc74c\uc774 \ub9ce\uc740 \ubbf8\ud305 \ub179\uc74c\uc5d0\uc11c \uc694\uc57d \ubc0f \uc791\uc5c5 \ud56d\ubaa9 \uac10\uc9c0\uc640 \uac19\uc740 \uae4c\ub2e4\ub85c\uc6b4 \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. Varsha\ub294 MindMeld \uc774\uc804\uc5d0 \uce74\ub124\uae30\uba5c\ub7f0\ub300\ud559\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \uc790\uc5f0 \uc5b8\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc11d\uc0ac \ud559\uc704\ub97c \ubc1b\uc558\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.webex.com\/video-conferencing\">Webex\uc5d0 \ub4f1\ub85d\ud558\uc138\uc694.<\/a> \ub3c4\uc6c0\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\u00a0<a href=\"https:\/\/www.webex.com\/\">\ud648\ud398\uc774\uc9c0<\/a>\ub97c\u00a0\ubc29\ubb38\ud558\uac70\ub098\u00a0\uc9c1\uc811 <a href=\"https:\/\/www.webex.com\/contact-us.html\">\ubb38\uc758<\/a>\ud574\uc8fc\uc138\uc694. <span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">Webex\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uc11c\ube44\uc2a4\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uace0 \ubb34\ub8cc \uacc4\uc815\uc744 \ub9cc\ub4e4\ub824\uba74 <a href=\"https:\/\/www.webex.com\/?utm_source=Influence&#038;utm_medium=EarnedContent&#038;utm_campaign=FutureOfWork\">\uc5ec\uae30\ub97c \ud074\ub9ad<\/a>\u00a0\ud558\uc138\uc694.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub300\ud654\ub97c \ud1b5\ud574 \uc694\uccad, \uc9c8\ubb38, \uba85\ub839, \uc57d\uc18d, \uac10\uc0ac, \uc0ac\uacfc \ub4f1\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c \ud558\uba74 \ubaa8\ub378\uc774 \uadf8\ub7ec\ud55c \ud654\uc790\uc758 \uc758\ub3c4\ub97c \uc774\ud574\ud558\uace0 \uc2e4\uc81c \uc0ac\ub840\uc5d0 \uc751\uc6a9\ud558\ub3c4\ub85d \uad50\uc721\ud560 \uc218 \uc788\uc744\uae4c\uc694?<\/p>\n","protected":false},"author":5414,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1532],"tags":[573],"class_list":["post-20450","post","type-post","status-publish","format-standard","hentry","category-engineering-ko","tag-artificial-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30 | Webex Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog.webex.com\/ko\/engineering-ko\/\ub300\ud654\ud615-ai\uc5d0-\ubc1c\ud654-\ud589\uc704-\ud65c\uc6a9\ud558\uae30\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30 | Webex Blog\" \/>\n<meta property=\"og:description\" content=\"\ub300\ud654\ub97c \ud1b5\ud574 \uc694\uccad, \uc9c8\ubb38, \uba85\ub839, \uc57d\uc18d, \uac10\uc0ac, \uc0ac\uacfc \ub4f1\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c \ud558\uba74 \ubaa8\ub378\uc774 \uadf8\ub7ec\ud55c \ud654\uc790\uc758 \uc758\ub3c4\ub97c \uc774\ud574\ud558\uace0 \uc2e4\uc81c \uc0ac\ub840\uc5d0 \uc751\uc6a9\ud558\ub3c4\ub85d \uad50\uc721\ud560 \uc218 \uc788\uc744\uae4c\uc694?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.webex.com\/ko\/engineering-ko\/\ub300\ud654\ud615-ai\uc5d0-\ubc1c\ud654-\ud589\uc704-\ud65c\uc6a9\ud558\uae30\/\" \/>\n<meta property=\"og:site_name\" content=\"Webex Blog\" \/>\n<meta property=\"article:published_time\" content=\"2021-06-03T18:03:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-08-05T20:46:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"980\" \/>\n\t<meta property=\"og:image:height\" content=\"355\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Varsha Embar\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"Varsha Embar\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/\"},\"author\":{\"name\":\"Varsha Embar\",\"@id\":\"https:\/\/blog.webex.com\/es\/#\/schema\/person\/45d5e027675d465bd1254a1fb51822d7\"},\"headline\":\"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30\",\"datePublished\":\"2021-06-03T18:03:25+00:00\",\"dateModified\":\"2021-08-05T20:46:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/\"},\"wordCount\":94,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\",\"keywords\":[\"Artificial Intelligence\"],\"articleSection\":[\"\uacf5\ud559\"],\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/\",\"url\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/\",\"name\":\"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30 | Webex Blog\",\"isPartOf\":{\"@id\":\"https:\/\/blog.webex.com\/es\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\",\"datePublished\":\"2021-06-03T18:03:25+00:00\",\"dateModified\":\"2021-08-05T20:46:32+00:00\",\"author\":{\"@id\":\"https:\/\/blog.webex.com\/es\/#\/schema\/person\/45d5e027675d465bd1254a1fb51822d7\"},\"breadcrumb\":{\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage\",\"url\":\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\",\"contentUrl\":\"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/blog.webex.com\/ko\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/blog.webex.com\/es\/#website\",\"url\":\"https:\/\/blog.webex.com\/es\/\",\"name\":\"Webex Blog\",\"description\":\"Webex by Cisco powers collaboration through industry-leading video conferencing, cloud calling and contact center solutions\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/blog.webex.com\/es\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/blog.webex.com\/es\/#\/schema\/person\/45d5e027675d465bd1254a1fb51822d7\",\"name\":\"Varsha Embar\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/blog.webex.com\/es\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/f92e6ef013a0cab3048adc5009c21470c203e2aa6fb2f6831f711624a8e3d9e2?s=96&d=wp_user_avatar&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/f92e6ef013a0cab3048adc5009c21470c203e2aa6fb2f6831f711624a8e3d9e2?s=96&d=wp_user_avatar&r=g\",\"caption\":\"Varsha Embar\"},\"description\":\"Varsha Embar is a Senior Machine Learning Engineer on the MindMeld team at Cisco, where she builds production-level conversational interfaces. She works on improving the core Natural Language Processing platform, including features and algorithms for low-resource settings, and tackles challenging problems such as summarization and action item detection in noisy meeting transcripts. Prior to MindMeld, Varsha earned her Master\u2019s degree in Machine Learning and Natural Language Processing from Carnegie Mellon University.\",\"url\":\"https:\/\/blog.webex.com\/ko\/contributors\/vembar\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30 | Webex Blog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/blog.webex.com\/ko\/engineering-ko\/\ub300\ud654\ud615-ai\uc5d0-\ubc1c\ud654-\ud589\uc704-\ud65c\uc6a9\ud558\uae30\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30 | Webex Blog","og_description":"\ub300\ud654\ub97c \ud1b5\ud574 \uc694\uccad, \uc9c8\ubb38, \uba85\ub839, \uc57d\uc18d, \uac10\uc0ac, \uc0ac\uacfc \ub4f1\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c \ud558\uba74 \ubaa8\ub378\uc774 \uadf8\ub7ec\ud55c \ud654\uc790\uc758 \uc758\ub3c4\ub97c \uc774\ud574\ud558\uace0 \uc2e4\uc81c \uc0ac\ub840\uc5d0 \uc751\uc6a9\ud558\ub3c4\ub85d \uad50\uc721\ud560 \uc218 \uc788\uc744\uae4c\uc694?","og_url":"https:\/\/blog.webex.com\/ko\/engineering-ko\/\ub300\ud654\ud615-ai\uc5d0-\ubc1c\ud654-\ud589\uc704-\ud65c\uc6a9\ud558\uae30\/","og_site_name":"Webex Blog","article_published_time":"2021-06-03T18:03:25+00:00","article_modified_time":"2021-08-05T20:46:32+00:00","og_image":[{"width":980,"height":355,"url":"https:\/\/blog.webex.com\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png","type":"image\/png"}],"author":"Varsha Embar","twitter_misc":{"\uae00\uc4f4\uc774":"Varsha Embar"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#article","isPartOf":{"@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/"},"author":{"name":"Varsha Embar","@id":"https:\/\/blog.webex.com\/es\/#\/schema\/person\/45d5e027675d465bd1254a1fb51822d7"},"headline":"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30","datePublished":"2021-06-03T18:03:25+00:00","dateModified":"2021-08-05T20:46:32+00:00","mainEntityOfPage":{"@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/"},"wordCount":94,"commentCount":0,"image":{"@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage"},"thumbnailUrl":"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png","keywords":["Artificial Intelligence"],"articleSection":["\uacf5\ud559"],"inLanguage":"ko-KR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/","url":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/","name":"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30 | Webex Blog","isPartOf":{"@id":"https:\/\/blog.webex.com\/es\/#website"},"primaryImageOfPage":{"@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage"},"image":{"@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage"},"thumbnailUrl":"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png","datePublished":"2021-06-03T18:03:25+00:00","dateModified":"2021-08-05T20:46:32+00:00","author":{"@id":"https:\/\/blog.webex.com\/es\/#\/schema\/person\/45d5e027675d465bd1254a1fb51822d7"},"breadcrumb":{"@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/"]}]},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#primaryimage","url":"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png","contentUrl":"https:\/\/storage.googleapis.com\/wx-blg-prd-gcs\/wp-content\/uploads\/1\/2021\/06\/Screen-Shot-2021-06-02-at-4.09.19-PM.png"},{"@type":"BreadcrumbList","@id":"https:\/\/blog.webex.com\/ko\/engineering-ko\/%eb%8c%80%ed%99%94%ed%98%95-ai%ec%97%90-%eb%b0%9c%ed%99%94-%ed%96%89%ec%9c%84-%ed%99%9c%ec%9a%a9%ed%95%98%ea%b8%b0\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/blog.webex.com\/ko\/"},{"@type":"ListItem","position":2,"name":"\ub300\ud654\ud615 AI\uc5d0 \ubc1c\ud654 \ud589\uc704 \ud65c\uc6a9\ud558\uae30"}]},{"@type":"WebSite","@id":"https:\/\/blog.webex.com\/es\/#website","url":"https:\/\/blog.webex.com\/es\/","name":"Webex Blog","description":"Webex by Cisco powers collaboration through industry-leading video conferencing, cloud calling and contact center solutions","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blog.webex.com\/es\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Person","@id":"https:\/\/blog.webex.com\/es\/#\/schema\/person\/45d5e027675d465bd1254a1fb51822d7","name":"Varsha Embar","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/blog.webex.com\/es\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/f92e6ef013a0cab3048adc5009c21470c203e2aa6fb2f6831f711624a8e3d9e2?s=96&d=wp_user_avatar&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/f92e6ef013a0cab3048adc5009c21470c203e2aa6fb2f6831f711624a8e3d9e2?s=96&d=wp_user_avatar&r=g","caption":"Varsha Embar"},"description":"Varsha Embar is a Senior Machine Learning Engineer on the MindMeld team at Cisco, where she builds production-level conversational interfaces. She works on improving the core Natural Language Processing platform, including features and algorithms for low-resource settings, and tackles challenging problems such as summarization and action item detection in noisy meeting transcripts. Prior to MindMeld, Varsha earned her Master\u2019s degree in Machine Learning and Natural Language Processing from Carnegie Mellon University.","url":"https:\/\/blog.webex.com\/ko\/contributors\/vembar\/"}]}},"_links":{"self":[{"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/posts\/20450","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/users\/5414"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/comments?post=20450"}],"version-history":[{"count":0,"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/posts\/20450\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/media?parent=20450"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/categories?post=20450"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.webex.com\/ko\/wp-json\/wp\/v2\/tags?post=20450"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}