{"id":19480,"date":"2023-06-21T13:59:49","date_gmt":"2023-06-21T13:59:49","guid":{"rendered":"https:\/\/www.criteo.com\/kr\/?p=19480"},"modified":"2023-06-23T14:11:34","modified_gmt":"2023-06-23T14:11:34","slug":"optimizing-advertising-performance-with-advanced-machine-learning-and-vector-database-technology","status":"publish","type":"post","link":"https:\/\/www.criteo.com\/kr\/blog\/optimizing-advertising-performance-with-advanced-machine-learning-and-vector-database-technology\/","title":{"rendered":"\uace0\uae09 \uba38\uc2e0 \ub7ec\ub2dd\uacfc \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\uc220\ub85c \uad11\uace0 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p>\uc624\ub298\ub0a0 \ub9c8\ucf00\ud130\ub4e4\uc740 \uc804\ub840 \uc5c6\ub294 \ubd80\ub2f4\uc744 \uc548\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uaddc\uc81c\uc640 \ubd88\ud655\uc2e4\ud55c \uacbd\uc81c \uc0c1\ud669, \uadf8\ub9ac\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c \ubcc0\ud654\ud558\uba70 \ube44\uc6a9\uc774 \ub192\uc544\uc9c0\uace0 \uc788\ub294 \uad11\uace0 \ud658\uacbd\uc73c\ub85c \uc778\ud574, \ud37c\ud3ec\uba3c\uc2a4 \uae30\ubc18 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \ud65c\ub3d9\uc5d0 \ub300\ud55c \uc758\uc874\uc131\uc774 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc18c\ube44\uc790\ub4e4\uc740 \uad6c\ub9e4\uc5d0 \uc55e\uc11c \ub9ce\uc740 \uc810\uc744 \uace0\ub824\ud558\uae30 \ub54c\ubb38\uc5d0, \ub192\uc740 \uc131\uacfc\ub97c \ub0b4\ub294 \ub85c\uc6b0 \ud37c\ub110 \uc804\ub7b5\uc740 \uac70\ub798\ub97c \uc131\uc0ac\uc2dc\ud0a4\uace0 \ub9e4\ucd9c\uc744 \uc5bb\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ud06c\ub9ac\ud14c\uc624\uac00 15\ub144 \uc804 \uc601\ud654 \ucd94\ucc9c \uc11c\ube44\uc2a4 \uae30\uc5c5\uc73c\ub85c \uc2dc\uc791\ud588\uc744 \ub54c\ubd80\ud130, \uae30\uc220\uacfc \ud601\uc2e0\uc740 \uc5b8\uc81c\ub098 \ud06c\ub9ac\ud14c\uc624\uc640 \ud568\uaed8\ud574\uc654\uc2b5\ub2c8\ub2e4. \uc778\uacf5 \uc9c0\ub2a5(AI)\uc740 \ud06c\ub9ac\ud14c\uc624 DNA\uc758 \uc77c\ubd80\ub85c \uc790\ub9ac\ud558\uace0 \uc788\uc73c\uba70, \uace0\uac1d\uc774 \uad11\uace0 \ucea0\ud398\uc778\uc758 \uc131\uacfc\ub97c \ud5a5\uc0c1\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \ud06c\ub9ac\ud14c\uc624\ub294 \uc9c0\uc18d\uc801\uc73c\ub85c AI \uae30\ubc18 \uc194\ub8e8\uc158\uc744 \uac15\ud654\ud574 \ub098\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc624\ub298, \ud06c\ub9ac\ud14c\uc624\ub294 \ub9ac\ud0c0\uac9f\ud305 <a href=\"https:\/\/www.criteo.com\/technology\/ai-engine\/\">\ucd94\ucc9c \uc5d4\uc9c4<\/a>\uc5d0 \uc0c8\ub86d\uac8c \ucd94\uac00\ub41c DeepKNN\uc744 \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4. DeepKNN\uc740 \ud06c\ub9ac\ud14c\uc624\uc758 \uace0\uae09 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc774\uc790 \ub525 \ub7ec\ub2dd \uc5d4\uc9c4\uc73c\ub85c \uc774\ubbf8 \uc0c1\ud488 \ub77c\uc778\uc758 \uc8fc\uc694 \ubd80\ubd84\uc744 \uc9c0\uc6d0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc758 \uc601\ud5a5\ub825\uc740 \ub2e8\uc21c\ud55c \uc720\ud589 \ud0a4\uc6cc\ub4dc \uc218\uc900\uc774 \uc544\ub2d9\ub2c8\ub2e4. \ub9ac\ud0c0\uac9f\ud305 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0\uc11c DeepKNN\uc758 \ubca0\ud0c0 \ub9b4\ub9ac\uc2a4 \uae30\uac04 \ub3d9\uc548 \ubaa8\ub4e0 \uc778\uac8c\uc774\uc9c0\uba3c\ud2b8 \uba54\ud2b8\ub9ad\uc774 \uc758\ubbf8 \uc788\ub294 \uc218\uc900\uc73c\ub85c \uc99d\uac00\ud588\uc2b5\ub2c8\ub2e4. \uc131\uacfc \ud5a5\uc0c1 \uc218\uc900\uc740 \uace0\uac1d\ub9c8\ub2e4 \ub2e4\ub974\uc9c0\ub9cc, \ud074\ub9ad\ub960\uacfc \uc218\uc775 \uc99d\ub300 \ud6a8\uacfc \ubaa8\ub450\uc5d0\uc11c \ubcf4\ud1b5 10%\uac00 \ub118\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4! \uac04\ub2e8\ud788 \ub9d0\ud574, \ud06c\ub9ac\ud14c\uc624\uc758 \uace0\uae09 AI\ub294 \ub300\uaddc\ubaa8\ub85c \ub9c8\ucf00\ud130\uc758 \uc131\uacfc\ub97c \ud5a5\uc0c1\uc2dc\ucf1c \uc90d\ub2c8\ub2e4.<\/p>\n<p>DeepKNN\uc774 \uc5b4\ub5bb\uac8c \ub354 \ud070 \uc131\uacfc\ub97c \ub3c4\ucd9c\ud574\uc904\uae4c\uc694? \ub2e4\uc74c \uc139\uc158\uc5d0\uc11c\ub294 DeepKNN\uc774 \ubb34\uc5c7\uc774\uba70, \ucea0\ud398\uc778 \uc131\uacfc\ub97c \uac1c\uc120\ud558\ub294 \ub370 \uc5b4\ub5bb\uac8c \ub3c4\uc6c0\uc774 \ub418\ub294\uc9c0 \uac04\ub2e8\ud558\uac8c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/p>\n<h2>DeepKNN\uc774\ub780?<\/h2>\n<p>DeepKNN\uc740 &#8220;Deep Learning Representation for K-Nearest Neighbors Search(K-\uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \ud0d0\uc0c9\uc744 \uc704\ud55c \ub525 \ub7ec\ub2dd \ud45c\ud604)\u201d\uc758 \uc57d\uc790\uc785\ub2c8\ub2e4. DeepKNN\uc740 \ucd5c\ucca8\ub2e8 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc2ec\uce35 \ud559\uc2b5 \uae30\uc220\uc744 \uacb0\ud569\ud55c \uac83\uc785\ub2c8\ub2e4. \uc774 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uc774\uc81c \ub300\ubd80\ubd84\uc758 \ud06c\ub9ac\ud14c\uc624 \uad11\uace0 \ucea0\ud398\uc778\uc744 \uc9c0\uc6d0\ud558\uc5ec \uc18c\ube44\uc790\uc5d0\uac8c \ub354 \ub098\uc740 \uc0c1\ud488 \ucd94\ucc9c\uc744 \uc81c\uacf5\ud558\uace0 \uad11\uace0\uc8fc\ub97c \uc704\ud574 \uc18c\ube44\uc790 \ucc38\uc5ec \uba54\ud2b8\ub9ad\uc744 \uac1c\uc120\ud574\uc90d\ub2c8\ub2e4.<br \/>\nDeepKNN\uc740 \ub450 \uac00\uc9c0 \uac15\ub825\ud55c \uae30\uc220\uc758 \uc870\ud569\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc2ec\uce35<\/strong> <strong>\uc2e0\uacbd\ub9dd<\/strong>\uc740 \ubaa8\ub4e0 \uc0c1\ud488\uacfc \uc18c\ube44\uc790 \ud65c\ub3d9 \uc815\ubcf4\ub97c \uc77c\ub828\uc758 \ubca1\ud130\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4.(\uc544\ub798\u00a0\uadf8\ub9bc\u00a01\uc758\u00a0\ucc98\ub9ac\u00a0\ud30c\uc774\ud504\ub77c\uc778)<\/li>\n<li><strong>\ubca1\ud130<\/strong> <strong>\ub370\uc774\ud130\ubca0\uc774\uc2a4<\/strong><strong>(VectorDB)<\/strong>\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc0c1\ud488\uacfc \uc18c\ube44\uc790 \ubca1\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\uc5b4\uc640 \uac00\uc7a5 \uc720\uc0ac\ud55c \uc0c1\ud488\uacfc \uc18c\ube44\uc790\ub97c \ucc3e\uc744 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.(\uc544\ub798 \uadf8\ub9bc 2a \ubc0f 2b\uc758 \uac80\uc0c9 \ud504\ub85c\uc138\uc2a4)<\/li>\n<\/ul>\n<figure id=\"attachment_19481\" aria-describedby=\"caption-attachment-19481\" style=\"width: 1200px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19481 size-full\" src=\"http:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-1-2-copy.png\" alt=\"\" width=\"1200\" height=\"650\" srcset=\"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-1-2-copy.png 1200w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-1-2-copy-300x163.png 300w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-1-2-copy-1024x555.png 1024w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-1-2-copy-768x416.png 768w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-1-2-copy-630x341.png 630w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><figcaption id=\"caption-attachment-19481\" class=\"wp-caption-text\"><strong>VectorDB\uc5d0\uc11c\uc758 \uc0c1\ud488 \uc778\ub371\uc2a4 \uc0dd\uc131 \ud504\ub85c\uc138\uc2a4: <\/strong> 1\ub2e8\uacc4) \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubaa8\ub4e0 \ube44\uc815\ud615 \uc0c1\ud488 \uc815\ubcf4(\uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc0ac\uc6a9\uc790 \ud65c\ub3d9)\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. 2\ub2e8\uacc4) \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ubca1\ud130 \ud45c\ud604\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. 3\ub2e8\uacc4) VectorDB\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h2>\ubca1\ud130 \ud45c\ud604\uc758 \uc5ed\ub7c9<\/h2>\n<p>\ubca1\ud130\ub97c \ubaa8\ub4e0 \uc0c1\ud488 \ubc0f \uc18c\ube44\uc790\uc640 \uc5f0\uacb0\ud558\uba74 \uc5b4\ub5a4 \uc774\uc810\uc774 \uc788\uc744\uae4c\uc694? \ubca1\ud130\ub294 \uc8fc\uc5b4\uc9c4 \uc0c1\ud488\uc774\ub098 \uc11c\ube44\uc2a4\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uc18c\ube44\uc790\ub97c \ucc3e\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc18c\ube44\uc790\uc640 \uc0c1\ud488\uc744 \ubca1\ud130\ub85c \ud45c\ud604\ud558\uba74 \uc18c\ube44\uc790\uc640 \uc81c\ud488\uc758 \uc720\uc0ac\uc131 \uac1c\ub150\uc744 \uc810 \uc0ac\uc774\uc758 \uac70\ub9ac\ub85c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \uadf8\ub9bc 2a\uc758 \uc624\ub978\ucabd\uc5d0\uc11c \ubcfc \uc218 \uc788\ub4ef\uc774 \ubca1\ud130 \uacf5\uac04\uc5d0\ub294 2D \ud3c9\uba74\uc758 \ub2e4\uc591\ud55c \uc704\uce58\uc5d0 \ubc30\uce58\ub41c \uc77c\ub828\uc758 \uc18c\ube44\uc790 \ubc0f \uc0c1\ud488\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. 2D \uacf5\uac04\uc5d0 \uac04\ub2e8\ud558\uac8c \ubc30\uce58\ud568\uc73c\ub85c\uc368 \uc2e0\ubc1c, \ud328\uc158, \uae30\uc220, \uc5ec\ud589 \ub4f1 \uc720\uc0ac\ud55c \uc0c1\ud488\uc758 \uc554\uc2dc\uc801 \ud074\ub7ec\uc2a4\ud130\ub97c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc18c\ube44\uc790\uc640 \uc0c1\ud488\uc774 \uacf5\uac04\uc5d0 \ubc30\uce58\ub418\uba74 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud1b5\ud574 \ud574\ub2f9 \uc18c\ube44\uc790 \ub610\ub294 \uc0c1\ud488\uc5d0 \ub300\ud574 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \ub610\ub294 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc18c\ube44\uc790 \ubca1\ud130\ub97c \ub9e4\uc6b0 \ube60\ub974\uac8c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ud06c\ub9ac\ud14c\uc624\uc758 \uc0c1\ud488\uacfc \uc624\ub514\uc5b8\uc2a4 \ucd94\ucc9c\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n<h2>DeepKNN\uc740 \ub9c8\ucf00\ud130\uc758 \ucea0\ud398\uc778\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce60\uae4c\uc694?<\/h2>\n<p>DeepKNN\uc740 \ub2e4\uc591\ud55c \ubc29\ubc95\uc73c\ub85c \uad11\uace0\uc8fc\uac00 \ucea0\ud398\uc778\uc744 \uac1c\uc120\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ub9de\ucda4\ud654\ub41c<\/strong> <strong>\ucd94\ucc9c<\/strong>: DeepKNN\uc740 \uc18c\ube44\uc790\uc758 \uacfc\uac70 \ud589\ub3d9\uacfc \uc120\ud638\ub3c4\ub97c \uae30\ubc18\uc73c\ub85c \ub9de\ucda4\ud654\ub41c \ucd94\ucc9c\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\ud658\uc728\uc744 \ub192\uc774\uace0 \uc804\ubc18\uc801\uc778 \ucea0\ud398\uc778 \uc131\uacfc\ub97c \ud5a5\uc0c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. (\uc544\ub798 \uadf8\ub9bc 2b \ucc38\uc870)<\/li>\n<li><strong>\ub354<\/strong> <strong>\ub098\uc740<\/strong> <strong>\uc624\ub514\uc5b8\uc2a4<\/strong>: DeepKNN\uc740 \ubc14\ub85c \ub208\uc5d0 \ub744\uc9c0 \uc54a\uc744 \uc218 \uc788\ub294 \uc18c\ube44\uc790 \ud589\ub3d9\uc758 \ud328\ud134\uacfc \uc720\uc0ac\uc810\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc2b7\ud55c \ud589\ub3d9\uc744 \ud558\ub294 \uc18c\ube44\uc790\ub4e4\uc744 \ud568\uaed8 \ud074\ub7ec\uc2a4\ud130\ub9c1\ud558\uc5ec, \uad11\uace0\ub97c \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud0c0\uac9f\ud305\ud560 \uc218 \uc788\uc5b4 \ucc38\uc5ec\uc640 \uc804\ud658\uc728\uc774 \ub192\uc544\uc9d1\ub2c8\ub2e4. (\uc544\ub798 \uadf8\ub9bc 2a \ucc38\uc870)<\/li>\n<li><strong>\ube60\ub978<\/strong> <strong>\ub370\uc774\ud130<\/strong> <strong>\uac80\uc0c9<\/strong>: DeepKNN\uc744 \uc0ac\uc6a9\ud558\uba74 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ube60\ub974\uac8c \uac80\uc0c9\ud558\uc5ec \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \uacb0\uacfc\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ubc00\ub9ac\ucd08\uac00 \uc911\uc694\ud55c \ud37c\ud3ec\uba3c\uc2a4 \uad11\uace0\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud5a5\uc0c1\ub41c<\/strong> <strong>\uad11\uace0<\/strong> <strong>\uc18c\uc7ac<\/strong>: DeepKNN\uc744 \uc0ac\uc6a9\ud574 \uad11\uace0 \ucf58\ud150\uce20\ub97c \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \ud0c0\uac9f \uc624\ub514\uc5b8\uc2a4\uc758 \uacf5\uac10\uc744 \ubd88\ub7ec\uc77c\uc73c\ud0a4\ub294 \ud328\ud134\uacfc \uc720\uc0ac\uc131\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uad11\uace0 \uc18c\uc7ac\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc73c\uba70 \uad81\uadf9\uc801\uc73c\ub85c \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<figure id=\"attachment_19483\" aria-describedby=\"caption-attachment-19483\" style=\"width: 1201px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19483 size-full\" src=\"http:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-3-copy.png\" alt=\"\" width=\"1201\" height=\"650\" srcset=\"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-3-copy.png 1201w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-3-copy-300x162.png 300w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-3-copy-1024x554.png 1024w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-3-copy-768x416.png 768w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-3-copy-630x341.png 630w\" sizes=\"auto, (max-width: 1201px) 100vw, 1201px\" \/><figcaption id=\"caption-attachment-19483\" class=\"wp-caption-text\"><strong>VectorDB\uc5d0\uc11c \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud55c \uc624\ub514\uc5b8\uc2a4 \uc0dd\uc131: <\/strong>\uc0c1\ud488\uc5d0\uc11c \uc2dc\uc791\ud558\uc5ec, VectorDB\uc5d0\uc11c \ud574\ub2f9 \ubca1\ud130\ub97c \uc870\ud68c\ud558\uace0 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc0ac\uc6a9\uc790 \ubca1\ud130\ub97c \uac80\uc0c9\ud558\uc5ec \uad00\ub828 \uc624\ub514\uc5b8\uc2a4\uc758 \uc77c\ubd80\ub85c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h2>DeepKNN\uc73c\ub85c \ub9ac\ud0c0\uac9f\ud305 \uc0c1\ud488 \ucd94\ucc9c \uac1c\uc120<\/h2>\n<p>\uc62c\ubc14\ub978 \uc0c1\ud488\uc744 \ucd94\ucc9c\ud558\ub294 \uac83\uc740 \ubaa8\ub4e0 \ub9ac\ud0c0\uac9f\ud305 \ucea0\ud398\uc778\uc758 \uc131\uacf5\uc5d0 \ud575\uc2ec\uc785\ub2c8\ub2e4. \ud06c\ub9ac\ud14c\uc624\uc758 \uace0\uc131\ub2a5 \ub9ac\ud0c0\uac9f\ud305 \uc0c1\ud488 \ucd94\ucc9c \uc194\ub8e8\uc158\uc740 \ucd08\ub2f9 \uc218\ucc9c \uac74\uc758 \uc694\uccad\uc73c\ub85c \uc27d\uac8c \ud655\uc7a5\ud560 \uc218 \uc788\ub3c4\ub85d 2\ub2e8\uacc4 \uc544\ud0a4\ud14d\ucc98\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uccab \ubc88\uc9f8 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc778\uae30 \uc0c1\ud488, \uc720\ud589 \uc0c1\ud488, \uadf8\ub9ac\uace0 \uc5ec\ub7ec \ub2e4\ub978 \ud56d\ubaa9 \uac04\uc5d0 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \uc720\uc0ac\uc131\uc744 \uacc4\uc0b0\ud558\uace0, \ub450 \ubc88\uc9f8 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uac00\uc7a5 \ucd5c\uadfc\uc758 \uc18c\ube44\uc790 \uc120\ud638\ub3c4 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uac00\uc7a5 \uc801\ud569\ud55c \uc0c1\ud488\uc758 \uc21c\uc704\ub97c \uc7ac\uc9c0\uc815\ud558\uc5ec \uac00\uc7a5 \uad00\ub828\uc131 \ub192\uc740 \ubc30\ub108\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc0c1\ud488 \ucd94\ucc9c\uc5d0 DeepKNN\uc774 \ud1b5\ud569\ub418\uc5b4, \uc774\uc81c \ud06c\ub9ac\ud14c\uc624\ub294 \ubcf4\ub2e4 \uc815\uad50\ud55c \ubc29\uc2dd\uc73c\ub85c \uc5ec\ub7ec \ub2e4\ub978 \ud56d\ubaa9\uc758 \uc720\uc0ac\uc131\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc804\uc5d0\ub294 \ubc1c\uacac\ud558\uae30 \uc5b4\ub824\uc6e0\ub358 \uc778\uae30 \ud56d\ubaa9, \ud76c\uadc0 \ud56d\ubaa9 \ubc0f \uc0c8 \ud56d\ubaa9 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \ub354 \uc27d\uac8c \uac10\uc9c0\ud558\uc5ec \uc18c\ube44\uc790\uc758 \uad00\uc2ec\uc0ac\uc5d0 \ub354 \uc798 \ubd80\ud569\ud558\ub294 \uc0c1\ud488 \ucd94\ucc9c\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. DeepKNN\uc758 \ub610 \ub2e4\ub978 \ud070 \uc7a5\uc810\uc740 \ubaa8\ub4e0 \uc0c1\ud488\uacfc \uc18c\ube44\uc790\ub97c \uac19\uc740 \uacf5\uac04\uc5d0 \ubc30\uce58\ud568\uc73c\ub85c\uc368 \uc218\uc5b5 \uac1c\uc758 \u2018\uc18c\ube44\uc790-\ud56d\ubaa9 \uc30d\u2019\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac80\uc0c9\ud558\uc5ec, \ubaa8\ub4e0 \uc18c\ube44\uc790\ub4e4\uc5d0 \ub300\ud574 \uac00\uc7a5 \uc720\uc0ac\ud55c \uc0c1\ud488 \ubaa9\ub85d\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<figure id=\"attachment_19485\" aria-describedby=\"caption-attachment-19485\" style=\"width: 1201px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19485 size-full\" src=\"http:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-2-copy.png\" alt=\"\" width=\"1201\" height=\"650\" srcset=\"https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-2-copy.png 1201w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-2-copy-300x162.png 300w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-2-copy-1024x554.png 1024w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-2-copy-768x416.png 768w, https:\/\/www.criteo.com\/kr\/wp-content\/uploads\/sites\/7\/2023\/06\/KR-Deppknn-Blog-Diagram-2-copy-630x341.png 630w\" sizes=\"auto, (max-width: 1201px) 100vw, 1201px\" \/><figcaption id=\"caption-attachment-19485\" class=\"wp-caption-text\"><strong>VectorDB\uc5d0\uc11c \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud55c \ucd94\ucc9c: <\/strong>\uc18c\ube44\uc790\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, VectorDB\uc5d0\uc11c \ubca1\ud130\ub97c \uc870\ud68c\ud558\uace0 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc0c1\ud488 \ubca1\ud130\ub97c \uac80\uc0c9\ud574 \ucd94\ucc9c\uc744 \uc704\ud574 \ubc18\ud658\ud569\ub2c8\ub2e4.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \ub525 \ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \ud37c\ud3ec\uba3c\uc2a4 \uc804\ub9dd<\/p>\n<p>OpenAI\uc758 ChatGPT\uc640 \ub0b4\uc7a5\ud615 API(\ubaa8\ub4e0 \ubb38\uc11c\ub97c \ubca1\ud130\ub85c \ubcc0\ud658 \uac00\ub2a5) \uac19\uc740 AI \uae30\ub2a5\uc5d0 \ud504\ub85c\uadf8\ub798\ubc0d \ubc29\uc2dd\uc73c\ub85c \uc561\uc138\uc2a4\ub97c \ud560 \uc218 \uc788\uac8c \ub418\uba74\uc11c,\u00a0 \ub525 \ub7ec\ub2dd\uacfc \ubca1\ud130 \uac80\uc0c9\uc758 \uc5ed\ub7c9\uc744 \uc778\uc9c0\ud558\ub294 \uae30\uc5c5\ub4e4\uc774 \ub298\uc5b4\ub098\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucd94\uc138\ub294 \uad11\uace0\uc8fc\uac00 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uae30 \uc2dc\uc791\ud55c \ud604\ub300 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc5b4\ub5a4 \uc911\uc694\uc131\uc744 \uac16\ub294\uc9c0\ub97c \uc798 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<p>\ub525 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uacfc \uace0\uae09 \uc720\uc0ac\uc131 \uac80\uc0c9 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\uc220\uc744 \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368, DeepKNN \uac19\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uad11\uace0\uc8fc\uac00 \uc720\uc0ac\ud55c \uad6c\ub9e4 \uc120\ud638\ub3c4\ub97c \uac00\uc9c4 \uc18c\ube44\uc790 \ud074\ub7ec\uc2a4\ud130\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774\ub294 \uacb0\uacfc\uc801\uc73c\ub85c \uae30\uc874\uc758 \uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ubcf4\ub2e4 \ube60\ub974\uace0 \ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub09c \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uc624\ub514\uc5b8\uc2a4 \ud0c0\uac9f\ud305, \ubcf4\ub2e4 \uad00\ub828\uc131 \ub192\uc740 \uad8c\uc7a5 \uc0ac\ud56d \ubc0f \uac1c\uc120\ub41c \uad11\uace0 \uc18c\uc7ac\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud06c\ub9ac\ud14c\uc624\ub294 \uc774 \ucd94\uc138\uc758 \ucd5c\uc804\uc120\uc5d0 \uc788\ub294 \uac83\uc744 \uc790\ub791\uc2a4\ub7fd\uac8c \uc0dd\uac01\ud558\uba70, \uc6b0\ub9ac\uc758 \uc0c8\ub85c\uc6b4 \uc628\ub77c\uc778 \uc758\uc0ac\uacb0\uc815 \uc5d4\uc9c4\uc774 \ud37c\ud3ec\uba3c\uc2a4 \uad11\uace0\uc758 \uc9c4\uc804\uc5d0 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc774\ub77c\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uacfc \ubca1\ud130 \uac80\uc0c9 \uae30\uc220\uc744 \ud65c\uc6a9\ud574, \ud06c\ub9ac\ud14c\uc624\ub294 \uace0\uac1d\uc5d0\uac8c \ucea0\ud398\uc778\uc758 \ud6a8\uacfc\ub97c \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc0c8 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uace0\uac1d\ub4e4\uc740 DeepKNN\uc744 \ud65c\uc6a9\ud574 \ub354 \ub098\uc740 \uacb0\uacfc\uc640 \ub354 \ub192\uc740 ROI\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \ud06c\ub9ac\ud14c\uc624\ub294 \uc55e\uc73c\ub85c\ub3c4 \uc774 \ubd84\uc57c\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ud601\uc2e0\ud574\ub098\uac08 \uc218 \uc788\uae38 \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p>DEEPKNN\uacfc \uba38\uc2e0 \ub7ec\ub2dd\uc774 \uc5b4\ub5bb\uac8c \ucea0\ud398\uc778 \uc131\uacfc\ub97c \uac1c\uc120\ud574\uc8fc\ub294\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 <a href=\"https:\/\/www.criteo.com\/talk-to-an-expert\/\">\uc804\ubb38\uac00\uc5d0\uac8c \ubb38\uc758\ud558\uc138\uc694.<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc624\ub298\ub0a0 \ub9c8\ucf00\ud130\ub4e4\uc740 \uc804\ub840 \uc5c6\ub294 \ubd80\ub2f4\uc744 \uc548\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uaddc\uc81c\uc640 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