{"id":14913,"date":"2021-04-01T15:53:47","date_gmt":"2021-04-01T15:53:47","guid":{"rendered":"http:\/\/www.criteo.com\/kr\/?p=14913"},"modified":"2021-04-05T04:12:23","modified_gmt":"2021-04-05T04:12:23","slug":"%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94","status":"publish","type":"post","link":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/","title":{"rendered":"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654"},"content":{"rendered":"

\ubb38\ub9e5 \ud0c0\uac9f\ud305(Contextual Targeting)\uc740 \uc5b4\uc81c\ub3c4 \uc788\uc5c8\uace0, \uc624\ub298\ub3c4 \uc874\uc7ac\ud558\uace0, \ubc14\ub85c \ub0b4\uc77c\ub3c4 \uacc4\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4. \uac11\uc790\uae30 \uc65c \uc774\ub7f0 \uc774\uc57c\uae30\ub97c \ud558\ub294 \uac83\uc77c\uae4c\uc694?<\/p>\n

\ubb38\ub9e5 \ud0c0\uac9f\ud305 1.0\uc740 \ub2e4\ub984 \uc544\ub2cc, \uc6b0\ub9ac\uac00 \uc880 \ub354 \uc80a\uc5c8\uc744 \uc801 \uc885\uc774 \uc2e0\ubb38\uc5d0\uc11c \ubcf4\ub358 \uadf8 \uad11\uace0\ub97c \ub73b\ud569\ub2c8\ub2e4. \uc624\ub798 \uc804 \uae30\uc5b5\uc744 \uac70\uc2ac\ub7ec \uc62c\ub77c\uac00\ubcf4\uba74 \uacbd\uc81c\uba74 \uae30\uc0ac\ub97c \uc77d\ub358 \uc911, \ub208\uae38\uc774 \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc544\ub798 \uad11\uace0 \uc9c0\uba74\uc73c\ub85c \ud5a5\ud558\uace0, \uadf8 \uad11\uace0 \uc9c0\uba74 \uc18d \ud55c \uc99d\uad8c\uc0ac\uc758 \uad11\uace0 \ubb38\uad6c\uac00 \uc2dc\uac04\uc774 \ud750\ub978 \uc9c0\uae08\uae4c\uc9c0\ub3c4 \uc5b4\ub834\ud48b\uc774 \uae30\uc5b5\uc774 \ub0a9\ub2c8\ub2e4. \ubb38\ub9e5 \ud0c0\uac9f\ud305 2.0\uc740 \ucef4\ud4e8\ud130 \uacfc\ud559\uc774 \ubc1c\uc804\ud558\uba74\uc11c \uc2dc\uc791\ub418\uc5c8\ub294\ub370, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc6f9 \uc2a4\ud06c\ub798\ud551 \uae30\uc220\ub85c \uc778\ud574 \uc778\ud130\ub137 \uad11\uace0 \uc9c0\uba74\uc5d0 \ud574\ub2f9 \uc6f9 \ucf58\ud150\uce20\uc640 \ub2e8\uc21c\ud558\uac8c \uc720\uc0ac\ud558\ub2e4\uace0 \ud310\ub2e8\ub418\ub294 \uad11\uace0\ub97c \ub178\ucd9c\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

\uadf8\ub807\ub2e4\uba74 \ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0\uc740 \ubb34\uc5c7\uc77c\uc9c0 \uac10\uc774 \uc624\uc2dc\ub098\uc694? \ub124, \ubc14\ub85c \uc778\uacf5\uc9c0\ub2a5\uc785\ub2c8\ub2e4. \ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0\uc740 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ubc1c\uc804\uacfc \ub354\ubd88\uc5b4 \uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804\uc73c\ub85c \uc2dc\uc791\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud558\uac8c \uc6f9 \ucf58\ud150\uce20\uc640\uc758 \uc720\uc0ac\uc131\uc73c\ub85c \uad11\uace0\ub97c \ub0b4\ubcf4\ub0b4\ub294 \uac83\uc774 \uc544\ub2cc, \uc6f9 \ucf58\ud150\uce20\uc758 \ub258\uc559\uc2a4\uae4c\uc9c0 \ud30c\uc545\ud558\uc5ec \uad11\uace0\ub97c \ub178\ucd9c\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uc6f9 \ucf58\ud150\uce20\ub97c \uc77d\uac70\ub098 \ubcf4\ub294 \uc624\ub514\uc5b8\uc2a4 \uc785\uc7a5\uc5d0\uc11c \uc2a4\ud1a0\ub9ac \ub77c\uc778\uc744 \uadf8\ub9ac\ub4ef\uc774 \uc6f9 \ucf58\ud150\uce20\uc758 \uc0c1\ud669\uc744 \ud30c\uc545\ud558\uc5ec \uac00\uc7a5 \uc801\ud569\ud55c \uad11\uace0\ub97c \ub178\ucd9c\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uae4c\uc9c0 \uc9c4\ud654\ud55c \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc911\uc2ec\uc5d0\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ub3c4\uba54\uc778\uc778 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Process)\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

 <\/p>\n

\uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95\uc758 \uc9c4\ud654<\/strong><\/h3>\n

\ucd5c\uc2e0\uc758 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc744 \uc774\uc57c\uae30 \ud560 \ub54c, \ube60\uc9c0\uc9c0 \uc54a\ub294 \uc774\uc57c\uae30\uac00 \uc774 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc785\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc758 \ub2e4\uc591\ud55c \ubd84\uc57c \uc911 \ud55c \ub3c4\uba54\uc778\uc778 \uc774 \uc790\uc5f0\uc5b4\ucc98\ub9ac \uae30\ubc95\uc774 \uc5b4\ub5bb\uac8c \uc9c4\ud654\ud588\ub294\uc9c0 \ub9c8\ucf00\ud130 \uc785\uc7a5\uc5d0\uc11c \uc0b4\ud3b4\ubcfc\uae4c\uc694?<\/p>\n

\ub2e4\uc74c\uacfc \uac19\uc740 \uc77c\uc0c1\uc801\uc778 \uae30\uc0ac\uac00 \uac8c\uc7ac\ub41c \uc6f9 \uc0c1\uc5d0 \uad11\uace0 \uc9c0\uba74\uc774 \uc788\ub2e4\uace0 \uac00\uc815\ud574\ubd05\uc2dc\ub2e4.<\/p>\n

\"\"<\/p>\n

\ubb38\ub9e5 \ud0c0\ucf13\ud305 2.0 \ud558\uc5d0\uc11c\ub294 \ube44\uad50\uc801 \ub2e8\uc21c\ud55c \uba87 \uac1c\uc758 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c \ud574\ub2f9 \uc6f9 \uc9c0\uba74\uc758 \ubb38\ub9e5(context)\uc774 “\ub0a0\uc528”\uc640 \uad00\ub828 \ub418\uc5b4\uc788\ub2e4\ub294 \uac83 \ub9cc\uc744 \uac70\uc2dc\uc801\uc73c\ub85c \ud30c\uc545\ud560 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub807\uae30 \ub54c\ubb38\uc5d0 \uc2e4\uc81c \uae30\uc0ac \ub0b4\uc6a9\uacfc\ub294 \uac70\ub9ac\uac00 \uc788\uc9c0\ub9cc, \ub0a0\uc528\uc640\ub294 \uad00\ub828\ub418\uc5b4 \uc788\ub2e4\uace0 \ud560 \uc218 \uc788\ub294 \uc6b0\uc0b0 \ube0c\ub79c\ub4dc\ub098 \ud734\ub300 \uc120\ud48d\uae30\uc758 \uad11\uace0\uac00 \ub098\uac08 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud574\ub2f9 \uad11\uace0\uac00 \uacfc\uc5f0 \ud6a8\uc728\uc801\uc774\uc5c8\uc744\uae4c\uc694?<\/p>\n

\ud558\uc9c0\ub9cc \uc778\uacf5\uc9c0\ub2a5\uc774 \ub3c4\uc785\ub418\ub294 \ubc1c\uc804\ub41c \ubb38\ub9e5 \ud0c0\ucf13\ud305 3.0 \ud558\uc5d0\uc11c\ub294 \ubcf4\ub2e4 \uc815\uad50\ud55c \ubd84\uc11d\uc774 \uac01 \uc6f9\uc0c1\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9c0\uac8c \ub418\uc5b4 \ubb38\ub9e5\uc758 \ub258\uc559\uc2a4\uae4c\uc9c0 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud559\uc2b5\uc774 \uc798 \ub41c LSTM(Long Short-term Memory, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95\uc758 \ud558\ub098)\uc744 \ud65c\uc6a9\ud55c\ub2e4\uba74 \ud574\ub2f9 \ubb38\uc7a5\uc758 \uc2dc\ud000\uc2a4\ub97c \uace0\ub824\ud558\uc5ec \uc911\uc694\ud55c \ubd80\ubd84\uc744 \uac15\uc870\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc774\uace0, “\uc774 \ubb38\uc7a5\uc740 \ub0a0\uc528\uc640 \uad00\ub828\uc774 \uc788\uace0, \ucda5\ub2e4\ub294 \ub0b4\uc6a9\uc774\ub2e4.”\ub77c\uace0 \uacb0\ub860\uc9c0\uc744 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4.<\/p>\n

\"\"<\/p>\n

<LSTM\uc758 \ubb38\ub9e5 \ud30c\uc545 \uc608\uc2dc><\/p>\n

 <\/p>\n

\uc880 \ub354 \ucd5c\uadfc\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95\uc778 Transformer\ub97c \uc774\uc6a9\ud55c\ub2e4\uba74 \ud55c \ubb38\uc7a5 \ub0b4\uc5d0\uc11c \ub2e8\uc5b4\ub4e4 \uac04\uc758 \uad00\uacc4\uae4c\uc9c0 \ud30c\uc545\ud558\ub824\ub294 \uc2dc\ub3c4(Self-attention)\uac00 \uc774\ub8e8\uc5b4\uc838 \uc880 \ub354 \uad6c\uccb4\uc801\uc778 \ub258\uc559\uc2a4 \ud30c\uc545\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \uc544\ub798 \ubb38\uc7a5\uc5d0\uc11c “\uc774\ub294”\uc774 \ub73b\ud558\ub294 \ub2e8\uc5b4\uac00 \ubb34\uc5c7\uc778\uac00\uc694? \uc6b0\ub9ac \uc778\uac04\uc740 \uc27d\uac8c “\uae30\uc628”\uc77c \uac83\uc774\ub77c\uace0 \ub2f5\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub807\uac8c \ud55c \ubb38\uc7a5 \ub0b4\uc5d0\uc11c \ud55c \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc774\ud574\ub3c4\ub97c \ub192\uc774\ub294 \ub2e8\uacc4\uae4c\uc9c0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95\uc774 \uc9c4\uc804\ub418\uc5c8\ub2e4\uace0 \ud560 \uc218 \uc788\uac8c \ub41c \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574, \ud574\ub2f9 \uc54c\uace0\ub9ac\uc998\uc740 “\uc774 \ubb38\uc7a5\uc740 \ub0a0\uc528\uc640 \uad00\ub828\uc774 \uc788\uace0, 3\ub3c4 \uc815\ub3c4 \uae30\uc628\uc774 \ub0b4\ub824\uac00 \ucda5\ub2e4\ub294 \ub0b4\uc6a9\uc774\ub2e4”\ub77c\uace0 \uacb0\ub860\uc744 \uc9c0\uc744 \uac00\ub2a5\uc131\uc774 \ud074 \uac83\uc785\ub2c8\ub2e4. \ubb3c\ub860 \ub370\uc774\ud130 \ud559\uc2b5\uc744 \uc5b4\ub5bb\uac8c \uc2dc\ud0a4\ub294\uc9c0\uc5d0 \ub530\ub77c \uacb0\ub860\uc758 \ud615\ud0dc\ub294 \ub2e4\uc591\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\"\"<\/p>\n

<Transformer \uacc4\uc5f4\uc758 \ubb38\ub9e5 \ud30c\uc545 \uc608\uc2dc><\/p>\n

\uc9c0\uae08\uae4c\uc9c0 \uc790\uc5f0\uc5b4\ucc98\ub9ac \uae30\ubc95\uc758 \uc9c4\ud654 \uacfc\uc815\uc744 \uc544\uc8fc \uac04\ub2e8\ud558\uac8c \uc0b4\ud3b4 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uae30\ubc95\uc758 \uace0\ub3c4\ud654 \ub178\ub825\uc740 \ud604\uc7ac\uc5d0\ub3c4 \ub9e4\uc6b0 \ud65c\ubc1c\ud558\uac8c \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubcf4\ub2e4 \uc9c1\uad00\uc801\uc774\uace0 \uc778\uac04 \uc778\uc9c0\ub2a5\ub825\uacfc \uc720\uc0ac\ud55c \uc608\uce21\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uae30 \uc704\ud574 \uc774\ubbf8 \uc0ac\uc804\uc5d0 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ud0a8 \uc54c\uace0\ub9ac\uc998\uc744 \uc774\uc6a9\ud558\ub294 BERT, GPT \uacc4\uc5f4 \ub4f1\uc744 \uaf3d\uc744 \uc218 \uc788\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

\ub2e4\uc2dc \ubcf8\ub860\uc73c\ub85c \ub3cc\uc544\uc624\uba74 \ucd5c\uc885\uc801\uc73c\ub85c \ubb38\ub9e5 \ud0c0\ucf13\ud305 3.0 \ud558\uc5d0\uc11c\ub294 \uc6b0\uc0b0 \ube0c\ub79c\ub4dc\ub098 \ud734\ub300 \uc120\ud48d\uae30 \uac19\uc740 \ub2e4\uc18c \ubb38\ub9e5\uc758 \ub258\uc559\uc2a4\uc640 \uac70\ub9ac\uac00 \uba3c \uc81c\ud488\uc774 \uc544\ub2cc \uc300\uc300\ud55c \ub0a0\uc528\uc5d0 \ud544\uc694\ud55c \uac00\ub514\uac74 \ub958\uc758 \uc758\ub958 \uc81c\ud488 \uad11\uace0\uac00 \ub098\uac08 \uac00\ub2a5\uc131\uc774 \ub354 \ub192\uc544\uc9c0\uaca0\uc8e0? \uadf8\ub9ac\uace0 \uc2e4\uc81c\ub85c \uc774\ub7ec\ud55c \uc6f9 \uc0c1\uc758 \ubb38\ub9e5\uc801\uc778 \uc0c1\ud669\uacfc \uad11\uace0\uc758 \ub9e4\uce58\ub294 \ub9c8\uce58 \ud558\ub098\uc758 \uc2a4\ud1a0\ub9ac \ub77c\uc778\uc744 \uadf8\ub9ac\ub4ef \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc5f0\ucd9c\ub418\uc5b4 \ube0c\ub79c\ub4dc \uac00\uce58\ub3c4 \uc628\uc804\ud788 \ubcf4\uc874\ub420 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ub354\uc6b1 \uac15\ud654\ub420 \uac83\uc785\ub2c8\ub2e4. \uc989, \ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0\uc740 \ubb38\ub9e5 \uc778\ud154\ub9ac\uc804\uc2a4(Contextual Intelligence)\ub77c\uace0 \ubd88\ub9ac\uc5b4\uc838\ub3c4 \ub418\uc9c0 \uc54a\uc744\uae4c\uc694?<\/p>\n

 <\/p>\n

\ud06c\ub9ac\ud14c\uc624\uc640 \ubb38\ub9e5 \ud0c0\uac9f\ud305<\/strong><\/p>\n

\ud06c\ub9ac\ud14c\uc624\uc640 \ud568\uaed8\ud558\ub294 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc740 \uad11\uace0\uc8fc\uc758 \ube0c\ub79c\ub4dc \uac00\uce58 \ud639\uc740 \uc81c\ud488\uc774 \ub9e4\uccb4\uc0ac \uc6f9\uc0ac\uc774\ud2b8 \uc0c1\uc758 \ucf58\ud150\uce20\uc640 \ucd5c\uc801\uc758 \ub9e4\uce58\ub97c \uc774\ub8f0 \uc218 \uc788\ub3c4\ub85d \ucd5c\uace0\uc758 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ubcf4\ub2e4 \uad6c\uccb4\uc801\uc73c\ub85c, \ubc29\ub300\ud55c \uc81c\ud734\ub9e4\uccb4\uc0ac \ub124\ud2b8\uc6cc\ud06c\ub97c \uac00\uc9c0\uace0 \uc788\ub294 \ud06c\ub9ac\ud14c\uc624\ub294 Oracle Data Cloud\uc758 Contextual Intelligence\uc640 \ud30c\ud2b8\ub108\uc27d\uc744 \ub9fa\uc5b4 \ucd5c\uace0\uc758 \uae30\uc220\uc744 \uae30\ubc18\uc73c\ub85c 170\uac1c \uc774\uc0c1\uc758 \ud1a0\ud53d \ub9ac\uc2a4\ud2b8\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uace0, \uad11\uace0\uc8fc\ub294 \uc774 \uc911 \ube0c\ub79c\ub4dc \uac00\uce58\uc640 \uc77c\ub9e5\uc0c1\ud1b5\ud558\ub294 \ud1a0\ud53d\uc744 \ucde8\uc0ac \uc120\ud0dd\ud558\uc5ec \uc6f9 \uc0c1\uc5d0\uc11c \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \uc774\uc640 \ub354\ubd88\uc5b4 \uc57d 630\uc5ec \uba85\uc758 \ud06c\ub9ac\ud14c\uc624 \uc778\ud558\uc6b0\uc2a4 \ud504\ub85c\ub355\ud2b8\/\uc5f0\uad6c\uac1c\ubc1c \uc778\ub825\ub4e4\uc774 \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \uc560\ub4dc\ud14c\ud06c \ud658\uacbd \uc18d\uc5d0\uc11c \ub04a\uc784\uc5c6\uc774 \ud601\uc2e0\uc744 \uc8fc\ub3c4\ud558\uace0, \ucd5c\uc2e0 \uc778\uacf5\uc9c0\ub2a5 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c \ubc0f \uac80\uc99d \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf4\ub2e4 \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc544\ub798 \ub9c1\ud06c\ub97c \ud1b5\ud574 \ud655\uc778\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

– \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc774 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \uc911\uc694\ud55c 4\uac00\uc9c0 \uc774\uc720<\/a>
\n– Contextual Targeting at Criteo<\/a>
\n– Criteo AI Lab<\/a><\/p>\n

 <\/p>\n

*\ucd9c\ucc98<\/p>\n

S Hochreiter and J Schmidhuber. Long short-term memory. Neural computation 9 (8), 1735-1780.<\/p>\n

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, \u0141ukasz Kaiser, and Illia Polosukhin. Attention is all you need. In Advances in neural information processing systems, 2017.<\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

\ubb38\ub9e5 \ud0c0\uac9f\ud305(Contextual Targeting)\uc740 \uc5b4\uc81c\ub3c4 \uc788\uc5c8\uace0, \uc624\ub298\ub3c4 \uc874\uc7ac\ud558\uace0, \ubc14\ub85c \ub0b4\uc77c\ub3c4 \uacc4\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4. \uac11\uc790\uae30 \uc65c \uc774\ub7f0 \uc774\uc57c\uae30\ub97c \ud558\ub294 \uac83\uc77c\uae4c\uc694? \ubb38\ub9e5 \ud0c0\uac9f\ud305 1.0\uc740 \ub2e4\ub984 \uc544\ub2cc, \uc6b0\ub9ac\uac00 \uc880 \ub354 \uc80a\uc5c8\uc744 \uc801 \uc885\uc774 \uc2e0\ubb38\uc5d0\uc11c \ubcf4\ub358 \uadf8 \uad11\uace0\ub97c \ub73b\ud569\ub2c8\ub2e4. \uc624\ub798 \uc804 \uae30\uc5b5\uc744 \uac70\uc2ac\ub7ec \uc62c\ub77c\uac00\ubcf4\uba74 \uacbd\uc81c\uba74 \uae30\uc0ac\ub97c \uc77d\ub358 \uc911, \ub208\uae38\uc774 \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc544\ub798 \uad11\uace0 \uc9c0\uba74\uc73c\ub85c \ud5a5\ud558\uace0, \uadf8 \uad11\uace0 \uc9c0\uba74 \uc18d \ud55c \uc99d\uad8c\uc0ac\uc758 \uad11\uace0 […]<\/p>\n","protected":false},"author":152,"featured_media":14917,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[145],"coauthors":[],"class_list":{"0":"post-14913","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-trends-insights"},"acf":{"stae_popup_enable":false,"hide_featured_image":false,"has_download":false,"has_embed":false,"podcast_audio_length":""},"yoast_head":"\n\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654 | KR - Criteo<\/title>\n<meta name=\"description\" content=\"\ubb38\ub9e5 \ud0c0\uac9f\ud305(Contextual Targeting)\uc740 \uc5b4\uc81c\ub3c4 \uc788\uc5c8\uace0, \uc624\ub298\ub3c4 \uc874\uc7ac\ud558\uace0, \ubc14\ub85c \ub0b4\uc77c\ub3c4 \uacc4\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4. \uac11\uc790\uae30 \ubb34\uc2a8 \uc774\uc57c\uae30\ub97c \ud558\ub294 \uac83\uc77c\uae4c\uc694?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654 | KR - Criteo\" \/>\n<meta property=\"og:description\" content=\"\ubb38\ub9e5 \ud0c0\uac9f\ud305(Contextual Targeting)\uc740 \uc5b4\uc81c\ub3c4 \uc788\uc5c8\uace0, \uc624\ub298\ub3c4 \uc874\uc7ac\ud558\uace0, \ubc14\ub85c \ub0b4\uc77c\ub3c4 \uacc4\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4. \uac11\uc790\uae30 \ubb34\uc2a8 \uc774\uc57c\uae30\ub97c \ud558\ub294 \uac83\uc77c\uae4c\uc694?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.criteo.com\/kr\/blog\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3-0-nlp-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654\/\" \/>\n<meta property=\"og:site_name\" content=\"KR - Criteo\" \/>\n<meta property=\"article:published_time\" content=\"2021-04-01T15:53:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-04-05T04:12:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1379\" \/>\n\t<meta property=\"og:image:height\" content=\"689\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Yoonyoung Kim (\uae40\uc724\uc601)\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Yoonyoung Kim (\uae40\uc724\uc601)\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t \"@context\": \"https:\/\/schema.org\",\n\t \"@graph\": [\n\t {\n\t \"@type\": [\n\t \"Article\",\n\t \"BlogPosting\"\n\t ],\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#article\",\n\t \"isPartOf\": {\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/\"\n\t },\n\t \"author\": {\n\t \"name\": \"Yoonyoung Kim (\uae40\uc724\uc601)\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#\/schema\/person\/c1a82dec648c7093788bf03835d4f25a\"\n\t },\n\t \"headline\": \"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654\",\n\t \"datePublished\": \"2021-04-01T15:53:47+00:00\",\n\t \"dateModified\": \"2021-04-05T04:12:23+00:00\",\n\t \"mainEntityOfPage\": {\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/\"\n\t },\n\t \"wordCount\": 85,\n\t \"publisher\": {\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#organization\"\n\t },\n\t \"image\": {\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#primaryimage\"\n\t },\n\t \"thumbnailUrl\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg\",\n\t \"keywords\": [\n\t \"AI\",\n\t \"contextual targeting\",\n\t \"Criteo AI Lab\"\n\t ],\n\t \"articleSection\": [\n\t \"\ud2b8\ub80c\ub4dc \ubc0f \uc778\uc0ac\uc774\ud2b8\"\n\t ],\n\t \"inLanguage\": \"ko-KR\"\n\t },\n\t {\n\t \"@type\": \"ImageObject\",\n\t \"inLanguage\": \"ko-KR\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#primaryimage\",\n\t \"url\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg\",\n\t \"contentUrl\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg\",\n\t \"width\": 1379,\n\t \"height\": 689\n\t },\n\t {\n\t \"@type\": \"BreadcrumbList\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#breadcrumb\",\n\t \"itemListElement\": [\n\t {\n\t \"@type\": \"ListItem\",\n\t \"position\": 1,\n\t \"name\": \"Home\",\n\t \"item\": \"https:\/\/www.criteo.com\/kr\/\"\n\t },\n\t {\n\t \"@type\": \"ListItem\",\n\t \"position\": 2,\n\t \"name\": \"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654\"\n\t }\n\t ]\n\t },\n\t {\n\t \"@type\": \"Organization\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#organization\",\n\t \"name\": \"Criteo\",\n\t \"alternateName\": \"Criteo corp\",\n\t \"url\": \"https:\/\/www.criteo.com\/kr\/\",\n\t \"logo\": {\n\t \"@type\": \"ImageObject\",\n\t \"inLanguage\": \"ko-KR\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#\/schema\/logo\/image\/\",\n\t \"url\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2024\/02\/Criteo-Logo.svg\",\n\t \"contentUrl\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2024\/02\/Criteo-Logo.svg\",\n\t \"width\": 118,\n\t \"height\": 24,\n\t \"caption\": \"Criteo\"\n\t },\n\t \"image\": {\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#\/schema\/logo\/image\/\"\n\t }\n\t },\n\t {\n\t \"@type\": \"Person\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#\/schema\/person\/c1a82dec648c7093788bf03835d4f25a\",\n\t \"name\": \"Yoonyoung Kim (\uae40\uc724\uc601)\",\n\t \"image\": {\n\t \"@type\": \"ImageObject\",\n\t \"inLanguage\": \"ko-KR\",\n\t \"@id\": \"https:\/\/www.criteo.com\/kr\/#\/schema\/person\/image\/808572825b2073e93a0a88e09c4b19d6\",\n\t \"url\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/Yoonyoung-Kim-96x96.jpg\",\n\t \"contentUrl\": \"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/Yoonyoung-Kim-96x96.jpg\",\n\t \"caption\": \"Yoonyoung Kim (\uae40\uc724\uc601)\"\n\t },\n\t \"description\": \"Data Analyst II, Data Science and Analytics @Criteo \ud06c\ub9ac\ud14c\uc624 \ub370\uc774\ud130\uc0ac\uc774\uc5b8\uc2a4 & \uc560\ub110\ub9ac\ud2f1\uc2a4 \ud300\uc740 \ub370\uc774\ud130 \uae30\ubc18 \ub514\uc9c0\ud138 \uad11\uace0 \ubd84\uc11d \ubc0f \uc608\uce21, \uadf8\ub9ac\uace0 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ub3c4\ucd9c\ud558\uc5ec \uc9c1\u00b7\uac04\uc811\uc801\uc73c\ub85c \uace0\uac1d\ub4e4\uc744 \uc9c0\uc6d0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae40\uc724\uc601\uc740 \ud06c\ub9ac\ud14c\uc624 \ud55c\uad6d\uc9c0\uc0ac\uc758 \ub370\uc774\ud130 \ubd84\uc11d\uac00\ub85c \uc608\uce21 \ubaa8\ub378\ub9c1 \ubc0f \uc790\ub3d9\ud654 \uc5c5\ubb34\ub97c \uc8fc\ub85c \ub2f4\ub2f9\ud558\uace0 \uc788\uc73c\uba70, \ud06c\ub9ac\ud14c\uc624 \ud569\ub958\ud558\uae30 \uc804\uc5d0\ub294 \uce74\uc774\uc2a4\ud2b8\uc5d0\uc11c \uae08\uc735\uacf5\ud559\uc744 \uc804\uacf5\ud558\uace0 \ud64d\ucf69 \uc18c\uc7ac \uae08\uc735\uc0ac\uc5d0\uc11c\uc758 \uc138\uc77c\uc988 & \ud2b8\ub808\uc774\ub529 \uc5c5\ubb34\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uae30\ubc18 \ud504\ub85c\uc81d\ud2b8\ub97c \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4.\",\n\t \"url\": \"https:\/\/www.criteo.com\/kr\/blog\/author\/yoonyoungkim\/\"\n\t }\n\t ]\n\t}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654 | KR - Criteo","description":"\ubb38\ub9e5 \ud0c0\uac9f\ud305(Contextual Targeting)\uc740 \uc5b4\uc81c\ub3c4 \uc788\uc5c8\uace0, \uc624\ub298\ub3c4 \uc874\uc7ac\ud558\uace0, \ubc14\ub85c \ub0b4\uc77c\ub3c4 \uacc4\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4. \uac11\uc790\uae30 \ubb34\uc2a8 \uc774\uc57c\uae30\ub97c \ud558\ub294 \uac83\uc77c\uae4c\uc694?","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:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/","og_locale":"ko_KR","og_type":"article","og_title":"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654 | KR - Criteo","og_description":"\ubb38\ub9e5 \ud0c0\uac9f\ud305(Contextual Targeting)\uc740 \uc5b4\uc81c\ub3c4 \uc788\uc5c8\uace0, \uc624\ub298\ub3c4 \uc874\uc7ac\ud558\uace0, \ubc14\ub85c \ub0b4\uc77c\ub3c4 \uacc4\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4. \uac11\uc790\uae30 \ubb34\uc2a8 \uc774\uc57c\uae30\ub97c \ud558\ub294 \uac83\uc77c\uae4c\uc694?","og_url":"https:\/\/www.criteo.com\/kr\/blog\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3-0-nlp-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654\/","og_site_name":"KR - Criteo","article_published_time":"2021-04-01T15:53:47+00:00","article_modified_time":"2021-04-05T04:12:23+00:00","og_image":[{"width":1379,"height":689,"url":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg","type":"image\/jpeg"}],"author":"Yoonyoung Kim (\uae40\uc724\uc601)","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Yoonyoung Kim (\uae40\uc724\uc601)"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#article","isPartOf":{"@id":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/"},"author":{"name":"Yoonyoung Kim (\uae40\uc724\uc601)","@id":"https:\/\/www.criteo.com\/kr\/#\/schema\/person\/c1a82dec648c7093788bf03835d4f25a"},"headline":"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654","datePublished":"2021-04-01T15:53:47+00:00","dateModified":"2021-04-05T04:12:23+00:00","mainEntityOfPage":{"@id":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/"},"wordCount":85,"publisher":{"@id":"https:\/\/www.criteo.com\/kr\/#organization"},"image":{"@id":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#primaryimage"},"thumbnailUrl":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg","keywords":["AI","contextual targeting","Criteo AI Lab"],"articleSection":["\ud2b8\ub80c\ub4dc \ubc0f \uc778\uc0ac\uc774\ud2b8"],"inLanguage":"ko-KR"},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#primaryimage","url":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg","contentUrl":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/\ubb38\ub9e5-\ud0c0\uac9f\ud305-3.0-NLP-\uace0\ub3c4\ud654\uc5d0-\ub530\ub978-\ubb38\ub9e5-\ud0c0\uac9f\ud305\uc758-\uc9c4\ud654.jpg","width":1379,"height":689},{"@type":"BreadcrumbList","@id":"https:\/\/www.criteo.com\/kr\/blog\/%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85-3-0-nlp-%ea%b3%a0%eb%8f%84%ed%99%94%ec%97%90-%eb%94%b0%eb%a5%b8-%eb%ac%b8%eb%a7%a5-%ed%83%80%ea%b2%9f%ed%8c%85%ec%9d%98-%ec%a7%84%ed%99%94\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.criteo.com\/kr\/"},{"@type":"ListItem","position":2,"name":"\ubb38\ub9e5 \ud0c0\uac9f\ud305 3.0: NLP \uace0\ub3c4\ud654\uc5d0 \ub530\ub978 \ubb38\ub9e5 \ud0c0\uac9f\ud305\uc758 \uc9c4\ud654"}]},{"@type":"Organization","@id":"https:\/\/www.criteo.com\/kr\/#organization","name":"Criteo","alternateName":"Criteo corp","url":"https:\/\/www.criteo.com\/kr\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.criteo.com\/kr\/#\/schema\/logo\/image\/","url":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2024\/02\/Criteo-Logo.svg","contentUrl":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2024\/02\/Criteo-Logo.svg","width":118,"height":24,"caption":"Criteo"},"image":{"@id":"https:\/\/www.criteo.com\/kr\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.criteo.com\/kr\/#\/schema\/person\/c1a82dec648c7093788bf03835d4f25a","name":"Yoonyoung Kim (\uae40\uc724\uc601)","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.criteo.com\/kr\/#\/schema\/person\/image\/808572825b2073e93a0a88e09c4b19d6","url":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/Yoonyoung-Kim-96x96.jpg","contentUrl":"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2021\/04\/Yoonyoung-Kim-96x96.jpg","caption":"Yoonyoung Kim (\uae40\uc724\uc601)"},"description":"Data Analyst II, Data Science and Analytics @Criteo \ud06c\ub9ac\ud14c\uc624 \ub370\uc774\ud130\uc0ac\uc774\uc5b8\uc2a4 & \uc560\ub110\ub9ac\ud2f1\uc2a4 \ud300\uc740 \ub370\uc774\ud130 \uae30\ubc18 \ub514\uc9c0\ud138 \uad11\uace0 \ubd84\uc11d \ubc0f \uc608\uce21, \uadf8\ub9ac\uace0 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ub3c4\ucd9c\ud558\uc5ec \uc9c1\u00b7\uac04\uc811\uc801\uc73c\ub85c \uace0\uac1d\ub4e4\uc744 \uc9c0\uc6d0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae40\uc724\uc601\uc740 \ud06c\ub9ac\ud14c\uc624 \ud55c\uad6d\uc9c0\uc0ac\uc758 \ub370\uc774\ud130 \ubd84\uc11d\uac00\ub85c \uc608\uce21 \ubaa8\ub378\ub9c1 \ubc0f \uc790\ub3d9\ud654 \uc5c5\ubb34\ub97c \uc8fc\ub85c \ub2f4\ub2f9\ud558\uace0 \uc788\uc73c\uba70, \ud06c\ub9ac\ud14c\uc624 \ud569\ub958\ud558\uae30 \uc804\uc5d0\ub294 \uce74\uc774\uc2a4\ud2b8\uc5d0\uc11c \uae08\uc735\uacf5\ud559\uc744 \uc804\uacf5\ud558\uace0 \ud64d\ucf69 \uc18c\uc7ac \uae08\uc735\uc0ac\uc5d0\uc11c\uc758 \uc138\uc77c\uc988 & \ud2b8\ub808\uc774\ub529 \uc5c5\ubb34\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uae30\ubc18 \ud504\ub85c\uc81d\ud2b8\ub97c \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4.","url":"https:\/\/www.criteo.com\/kr\/blog\/author\/yoonyoungkim\/"}]}},"_links":{"self":[{"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/posts\/14913","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/users\/152"}],"replies":[{"embeddable":true,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/comments?post=14913"}],"version-history":[{"count":4,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/posts\/14913\/revisions"}],"predecessor-version":[{"id":14942,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/posts\/14913\/revisions\/14942"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/media\/14917"}],"wp:attachment":[{"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/media?parent=14913"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/categories?post=14913"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.criteo.com\/kr\/wp-json\/wp\/v2\/coauthors?post=14913"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}