{"id":2004,"date":"2025-08-22T06:34:38","date_gmt":"2025-08-22T13:34:38","guid":{"rendered":"https:\/\/aarkiwebstg.wpenginepowered.com\/?p=2004"},"modified":"2025-08-25T00:46:46","modified_gmt":"2025-08-25T07:46:46","slug":"aarkis-bidding-brain-evolution-part-1-deep-learning-for-mobile-growth","status":"publish","type":"post","link":"https:\/\/www.aarki.com\/ko\/insights\/aarkis-bidding-brain-evolution-part-1-deep-learning-for-mobile-growth\/","title":{"rendered":"Aarki\uc758 \uc785\ucc30 \ub450\ub1cc \uc9c4\ud654, 1\ubd80: \ubaa8\ubc14\uc77c \uc131\uc7a5\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd"},"content":{"rendered":"<figure class=\"wp-block-post-featured-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1.png\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" style=\"object-fit:cover;\" srcset=\"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1.png 1920w, https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1-300x169.png 300w, https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1-1024x576.png 1024w, https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1-768x432.png 768w, https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1-1536x864.png 1536w, https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-1-18x10.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><mark style=\"background-color:rgba(0, 0, 0, 0);color:#005141\" class=\"has-inline-color\">\uc800\uc790 \uc18c\uac1c<\/mark><\/p><cite><em><mark style=\"background-color:rgba(0, 0, 0, 0);color:#005141\" class=\"has-inline-color\">\ubca4 \uc6e8\ubc84\ub294 Aarki\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubd80\ubb38 \ubd80\uc0ac\uc7a5\uc73c\ub85c, \ucd08\ub2f9 \uc218\ubc31\ub9cc \uac74\uc758 \uc2e4\uc2dc\uac04 \uc785\ucc30 \uacb0\uc815\uc744 \ucc98\ub9ac\ud558\ub294 \ub354\uc6b1 \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uac1c\ubc1c\uc744 \uc8fc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub294 McAfee, Zynga, Twitch, EA \ub4f1\uc5d0\uc11c \uace0\uc704\uc9c1\uc744 \uc5ed\uc784\ud588\uc2b5\ub2c8\ub2e4. \uc785\ucc30 \uc2dc\uc2a4\ud15c \uad6c\ucd95\ubd80\ud130 \uc608\uce21 \ud30c\uc774\ud504\ub77c\uc778 \uc7ac\uc124\uacc4\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uadf8\uc758 \uacbd\ud5d8\uc740 \uc2e4\ubb34 \uc911\uc2ec\uc801\uc774\uace0 \uc2e4\uc81c \ud604\uc7a5\uc5d0\uc11c \uac80\uc99d\ub41c \uac83\uc785\ub2c8\ub2e4.<\/mark><\/em><\/cite><\/blockquote><\/figure>\n\n\n\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 Aarki\uc758 \uc218\uc694\uce21 \ud50c\ub7ab\ud3fc(DSP)\uc758 \ud575\uc2ec\uc774\uba70, \ubaa8\ub4e0 \uc785\ucc30 \uc694\uccad\uc5d0 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc801\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uad11\uace0 \uae30\uc220\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791, \ubc30\ud3ec \ubc0f \ud29c\ub2dd\uc740 \uc9c0\uc18d\uc801\uc778 \uc5ec\uc815\uc774\uba70, \uc774\ub7ec\ud55c \uc5ed\ub7c9\uc744 \ud1b5\ud574 \ud50c\ub7ab\ud3fc\uc744 \uafb8\uc900\ud788 \uac1c\uc120\ud558\uace0 \uad11\uace0\uc8fc\uc5d0\uac8c \ub354 \ub098\uc740 \uc131\uacfc\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ubc88 \uac8c\uc2dc\uae00\uc5d0\uc11c\ub294 \ub2e4\uc74c \ub0b4\uc6a9\uc744 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc6b0\ub9ac\uac00 \uac00\uaca9 \ucc45\uc815 \ubaa8\ub378\uc5d0 \uc788\uc5b4 \uae30\uc874 \ubc29\uc2dd\uc5d0\uc11c \ub525\ub7ec\ub2dd\uc73c\ub85c \uc804\ud658\ud558\uac8c \ub41c \ub3d9\uae30\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub2f9\uc0ac\uc758 1\uc138\ub300 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uac1c\uc694<\/li>\n\n\n\n<li>\uc6b0\ub9ac\uac00 \uac1c\ubc1c \uc911\uc778 \ucc28\uc138\ub300 \ubaa8\ub378<\/li>\n\n\n\n<li>\uc800\ud76c \uc778\ud504\ub77c\uc640 GPU\ub97c \ud65c\uc6a9\ud55c \ud655\uc7a5 \ubc29\uc2dd<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-we-don-t-use-cloud-platforms-for-ml\">\uba38\uc2e0\ub7ec\ub2dd\uc5d0 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\ub294 \uc774\uc720<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-we-process-over-5-million-qps-in-house\"><strong>\uc800\ud76c\ub294 \uc0ac\ub0b4\uc5d0\uc11c \ucd08\ub2f9 500\ub9cc \uac74 \uc774\uc0c1\uc758 \ucffc\ub9ac\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\ub2f9\uc0ac\uc758 DSP\ub294 Unity, Google Adx, Fyber\ub97c \ud3ec\ud568\ud55c \ud504\ub85c\uadf8\ub798\ub9e4\ud2f1 \uad11\uace0 \uac70\ub798\uc18c\uc640 \uac19\uc740 \uac70\ub798 \uc704\uce58\uc5d0 \uc788\ub294 \uc804 \uc138\uacc4 4\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \uc13c\ud130\uc5d0 \ubc30\ud3ec\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-owning-hardware-saves-on-cost-per-request\"><strong>\ud558\ub4dc\uc6e8\uc5b4\ub97c \ubcf4\uc720\ud558\uba74 \uc694\uccad\ub2f9 \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc800\ud76c\ub294 \uac70\ub798\uc18c\uc758 \uc785\ucc30 \uc694\uccad\uc744 \ucc98\ub9ac\ud558\uace0, \ubaa8\ubc14\uc77c \uce21\uc815 \ud30c\ud2b8\ub108(MMP)\uc758 \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud558\uba70, Encore \ud50c\ub7ab\ud3fc\uc744 \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \uc790\uccb4 \ud558\ub4dc\uc6e8\uc5b4\ub97c \uad6c\ucd95\ud558\ub294 \ub370 \ud22c\uc790\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \ud1b5\ud574 AWS\uc640 \uac19\uc740 \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 \uc694\uccad \ucc98\ub9ac \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-but-it-comes-with-tradeoffs\"><strong>\ud558\uc9c0\ub9cc \uadf8\uc5d0 \ub530\ub978 \ub2e8\uc810\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc6b0\ub9ac\ub294 \uba85\ub839\uc5d0 \ub530\ub77c \uc0c8\ub85c\uc6b4 \uac00\uc0c1 \uba38\uc2e0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc774 \ubd80\uc871\ud558\uace0, GCP\uc758 Vertex AI\uc640 \uac19\uc740 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc81c\uacf5\ud560 \uc218\ub3c4 \uc5c6\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc6b0\ub9ac\ub294 \uad6c\ucd95\ud558\ub294 \uc778\ud504\ub77c\uc5d0 \ub300\ud574 \ub354\uc6b1 \uc2e0\uc911\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-big-bang-building-our-own-machine-learning-stack\">\ube45\ubc45: \uc6b0\ub9ac\ub9cc\uc758 \uba38\uc2e0\ub7ec\ub2dd \uc2a4\ud0dd \uad6c\ucd95\ud558\uae30<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-it-starts-with-all-pipelines-running-in-private-data-centers\"><strong>\ubaa8\ub4e0 \ud30c\uc774\ud504\ub77c\uc778\uc774 \uc0ac\uc124 \ub370\uc774\ud130 \uc13c\ud130\uc5d0\uc11c \uc2e4\ud589\ub418\ub294 \uac83\ubd80\ud130 \uc2dc\uc791\ub429\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\ub2f9\uc0ac\ub294 DSP\uc5d0\uc11c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130 \ub0b4\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\uc2dd\uc744 \ucc44\ud0dd\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-we-rely-on-a-full-open-source-ecosystem\"><strong>\uc6b0\ub9ac\ub294 \uc644\uc804\ud55c \uc624\ud508\uc18c\uc2a4 \uc0dd\ud0dc\uacc4\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc800\ud76c\ub294 Spark, Hadoop, Aerospike, ClickHouse, Redash, Prefect, Streamlit\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. PySpark\ub294 \ud30c\uc774\uc36c\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub370 \uc8fc\ub85c \uc0ac\uc6a9\ud558\ub294 \ub3c4\uad6c\ub85c, \uba38\uc2e0\ub7ec\ub2dd \ud300\uc774 \ud30c\uc774\uc36c\uc744 \uacf5\ud1b5 \uc5b8\uc5b4\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ub610\ud55c Rust\ub294 \ub3d9\uc2dc\uc131, \uc548\uc804\uc131 \ubc0f \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 DSP(\ub514\uc9c0\ud138 \uc2e0\ud638 \ucc98\ub9ac) \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-classic-machine-learning-models-weren-t-built-for-scale\">\uae30\uc874 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ud655\uc7a5\uc131\uc744 \uace0\ub824\ud558\uc5ec \uc124\uacc4\ub418\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4.<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-logistic-regression-fast-but-requires-manual-engineering\"><strong>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubd84\uc11d: \ube60\ub974\uc9c0\ub9cc \uc218\ub3d9 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\ub9ce\uc740 \uc218\uc694\uce21 \ud50c\ub7ab\ud3fc(DSP)\uc740 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubc0f \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\uc640 \uac19\uc740 \ubc29\ubc95\uc744 \ud3ec\ud568\ud558\ub294, \uc18c\uc704 \ub2e8\uc21c\ud558\uac70\ub098 \uace0\uc804\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \uc2dc\uc791\ud569\ub2c8\ub2e4. \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub294 \ubaa8\ub378 \ud3c9\uac00 \uc18d\ub3c4\uac00 \ube60\ub974\uace0, \ud2b9\uc9d5 \uac1c\uc218\uac00 \ub9ce\uc740 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uae30 \uc704\ud55c \ubd84\uc0b0 \ucc98\ub9ac \ubc29\uc2dd\uc774 \uac00\ub2a5\ud558\uae30 \ub54c\ubb38\uc5d0 \ucd08\uae30 \ub2e8\uacc4\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4 Spark \uc0dd\ud0dc\uacc4\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0 MLlib\uc744 \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. XGBoost \ubc0f LightGBM\uacfc \uac19\uc740 \uc559\uc0c1\ube14 \ud559\uc2b5 \ubc29\ubc95 \ub610\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud55c \ubd84\uc0b0 \ud559\uc2b5\uc744 \uc9c0\uc6d0\ud558\ub294 DSP\uc5d0\uc11c \ud754\ud788 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-logistic-regression-can-t-handle-feature-interactions\"><strong>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub294 \ud2b9\uc9d5 \uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \ucc98\ub9ac\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc0ac\uc6a9\uc790\uac00 \uad11\uace0 \ub178\ucd9c\uc744 \ud074\ub9ad\ud560\uc9c0 \uc5ec\ubd80\uc640 \uac19\uc740 \uacb0\uacfc\ub97c \uc608\uce21\ud558\uae30 \uc704\ud574 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc0ac\uc6a9\ud560 \ub54c\ub294 \uc785\ub825 \ubcc0\uc218 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ubaa8\ub378\ub9c1\ud574\uc57c \uc131\ub2a5\uc774 \uc6b0\uc218\ud55c \ubaa8\ub378\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uad11\uace0 \ub300\uc0c1 \ubaa8\ubc14\uc77c \uc571\uacfc \uad11\uace0 \ub178\ucd9c\uc744 \ud45c\uc2dc\ud558\ub294 \uac8c\uc2dc\uc790 \uc571 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub294 \uc774\ub7ec\ud55c \uc720\ud615\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc9c1\uc811 \ubaa8\ub378\ub9c1\ud558\ub294 \uac83\uc744 \uc9c0\uc6d0\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc5d0, \uc77c\ubc18\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 \uc785\ub825 \ud2b9\uc9d5\ub4e4\uc758 \uc870\ud569\uc744 \uc218\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \ud2b9\uc9d5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uace0, \uc774\ub807\uac8c \ud655\uc7a5\ub41c \ud2b9\uc9d5 \uc9d1\ud569\uc744 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc5d0 \uc804\ub2ec\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ucc98\uc74c\uc5d0\ub294 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc9c0\ub9cc, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc810\uc810 \ub354 \ub9ce\uc740 \uae30\ub2a5\uc744 \ucd94\uac00\ud560\uc218\ub85d \uae30\ub2a5 \uac04 \uc0c1\ud638 \uc791\uc6a9\uc774 \ub298\uc5b4\ub098\uba74\uc11c \ub9e4\uac1c\ubcc0\uc218 \uc218\uac00 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uae30 \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-feature-explosion-creates-infrastructure-challenges\"><strong>\uae30\ub2a5 \ud3ed\ubc1c\ub85c \uc778\ud55c \uc778\ud504\ub77c \ubb38\uc81c \ubc1c\uc0dd<\/strong><\/h3>\n\n\n\n<p>\uc800\ub294 1\uc5b5 \uac1c \uc774\uc0c1\uc758 \ud2b9\uc9d5\uc744 \uac00\uc9c4 \ud074\ub9ad \uc608\uce21 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud55c \uacbd\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ud37c\ube14\ub9ac\uc154 \uc571 \uc815\ubcf4\ub97c \ub2e4\ub978 \ubaa8\ub4e0 \ud2b9\uc9d5\uacfc \uacb0\ud569\ud588\uc2b5\ub2c8\ub2e4. \ud30c\ub77c\ubbf8\ud130 \uc218\uac00 \ub108\ubb34 \ub9ce\uc544\uc11c Spark\uc758 MLlib \uad6c\ud604\uc5d0\uc11c \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud588\uace0, \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \ubc29\uc2dd\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud55c \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc744 \ubaa8\uc0c9\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc758 \uc8fc\uc694 \ubb38\uc81c\uc810\uc740 \ud2b9\uc9d5 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc218\ub3d9\uc73c\ub85c \uc815\uc758\ud574\uc57c \ud55c\ub2e4\ub294 \uc810, \ud3ec\ud568\ud560 \uc218 \uc788\ub294 \ud2b9\uc9d5 \uad50\ucc28\uc758 \uc218\uac00 \uc81c\ud55c\ub41c\ub2e4\ub294 \uc810, \uadf8\ub9ac\uace0 \uacb0\uacfc\uc801\uc73c\ub85c \ub9e4\uac1c\ubcc0\uc218\uac00 \ub9e4\uc6b0 \ub9ce\uc544 \ud559\uc2b5 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-gradient-boosting-models-scale-better-but-not-far-enough\"><strong>\uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \ubaa8\ub378\uc740 \ud655\uc7a5\uc131\uc774 \ub354 \uc88b\uc9c0\ub9cc, \ucda9\ubd84\ud558\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>Aarki\uc5d0\uc11c\ub294 \uc0ac\uc6a9\uc790 \uc804\ud658\uc744 \uc608\uce21\ud558\ub294 \uac00\uaca9 \ubaa8\ub378\uc5d0 LightGBM\uc744 \ube44\ub86f\ud55c \uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc744 \ucc98\uc74c\uc73c\ub85c \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4. LightGBM\uc758 \uc8fc\uc694 \uc7a5\uc810\uc740 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\uc5d0\uc11c\ub294 \uc9c0\uc6d0\ub418\uc9c0 \uc54a\ub294 \ubaa8\ub378 \ub0b4 \ud2b9\uc9d5 \uac04\uc758 \uc0c1\ud638 \uc791\uc6a9\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>LightGBM\uc740 \ud2b9\uc9d5 \ubcc0\uc218\uac00 \uc218\uc2ed \uac1c \uc815\ub3c4\uc77c \ub54c\ub294 \ube44\uad50\uc801 \uc798 \uc791\ub3d9\ud588\uc9c0\ub9cc, \ubaa8\ub378\uc5d0 \uc218\ubc31 \uac1c\uc758 \ud2b9\uc9d5 \ubcc0\uc218\uac00 \ud3ec\ud568\ub418\uba74\uc11c \uba87 \uac00\uc9c0 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud588\uc2b5\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \uae30\uc874 \uba38\uc2e0\ub7ec\ub2dd \ubc29\ubc95\uacfc \ub9c8\ucc2c\uac00\uc9c0\ub85c LightGBM\uc740 \uac8c\uc2dc\uc790 \uc571 \ud2b9\uc9d5\ucc98\ub7fc \uc218\ubc31\ub9cc \uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uac12\uc744 \uac00\uc9c8 \uc218 \uc788\ub294 \uace0\ucc28\uc6d0 \ubc94\uc8fc\ud615 \ud2b9\uc9d5\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>LightGBM\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc784\ubca0\ub529\uacfc \ub2e4\uc18c \uc720\uc0ac\ud55c \ubc94\uc8fc\ud615 \ud2b9\uc9d5\uc744 \ucc98\ub9ac\ud558\ub294 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc, \uc774\ub7ec\ud55c \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc800\ud76c \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub9de\uac8c \ud6a8\uc728\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc81c\uacf5\ud560 \uc218\ub294 \uc5c6\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-moving-beyond-classic-ml-to-deep-learning\"><strong>\uae30\uc874 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ub118\uc5b4 \ub525\ub7ec\ub2dd\uc73c\ub85c \ub098\uc544\uac00\uae30<\/strong><\/h3>\n\n\n\n<p>\uc6b0\ub9ac\uac00 \uc0b4\ud3b4\ubcf8 DSP \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95\uc744 \uc704\ud55c \ub450 \uac00\uc9c0 \uace0\uc804\uc801\uc778 \uc811\uadfc \ubc29\uc2dd \ubaa8\ub450 \ud575\uc2ec\uc801\uc778 \ubb38\uc81c\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ubc14\ub85c \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\uc778 \ub9ce\uc740 \uc218\uc758 \ubc94\uc8fc\ud615 \ud2b9\uc9d5\uc744 \uc81c\ub300\ub85c \ucc98\ub9ac\ud558\uc9c0 \ubabb\ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ubb38\uc81c\uc5d0 \ub300\ud55c \ud574\uacb0\ucc45\uc73c\ub85c \uc6b0\ub9ac\ub294 \ubaa8\ub378\uc5d0 \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc784\ubca0\ub529\uc740 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \ubc00\uc9d1 \ubca1\ud130\ub85c \ud45c\ud604\ud558\ub294 \uae30\uc220\uc744 \uc81c\uacf5\ud558\uc5ec \ucc28\uc6d0 \ucd95\uc18c\uc640 \ub354\uc6b1 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378 \ud559\uc2b5 \ubc0f \ucd94\ub860\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-first-generation-of-deep-learning-deepfm\"><strong>\ub525\ub7ec\ub2dd 1\uc138\ub300: DeepFM<\/strong><\/h2>\n\n\n\n<p>\uc6b0\ub9ac\ub294 \ub450 \ub2e8\uacc4\ub85c \uad6c\uc131\ub41c DeepFM \ubaa8\ub378\uc744 \ucc44\ud0dd\ud588\uc2b5\ub2c8\ub2e4. \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ubaa8\ub4e0 \uc785\ub825 \ud2b9\uc9d5\uc5d0 \ub300\ud55c \uc784\ubca0\ub529\uc744 \ud559\uc2b5\ud558\ub294 \uae30\ubcf8(\uc2ec\uce35) \ub2e8\uacc4\uc774\uace0, \ub450 \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ud2b9\uc9d5 \uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \ubaa8\ub378\ub9c1\ud558\ub294 \ubcf4\uc870(\uc778\uc218\ubd84\ud574 \uba38\uc2e0) \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc218\ub3d9 \ud2b9\uc9d5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0\uc11c \ubc97\uc5b4\ub0a0 \uc218 \uc788\uc73c\uba70, \ubaa8\ub378\uc774 \uc774\uc804\uc5d0 \uc811\ud558\uc9c0 \ubabb\ud55c \ud2b9\uc9d5 \uac04 \uc0c1\ud638\uc791\uc6a9\uc5d0 \ub300\ud574 \ub354 \ub098\uc740 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \uac16\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-rust-compatibility-was-a-must\"><strong>Rust\uc640\uc758 \ud638\ud658\uc131\uc740 \ud544\uc218\uc600\uc2b5\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc800\ud76c DSP\ub294 Rust\ub85c \uc791\uc131\ub418\uc5c8\uae30 \ub54c\ubb38\uc5d0 \ud504\ub85c\uc138\uc2a4 \ub0b4 \ucd94\ub860\uc774 \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4. Fwumious Wabbit \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec DeepFM \ubaa8\ub378\uc744 Rust \ud658\uacbd\uc5d0\uc11c \uc644\uc804\ud788 \ud559\uc2b5\ud558\uace0 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6d0\uaca9 \ud638\ucd9c\ub85c \uc778\ud55c \uc624\ubc84\ud5e4\ub4dc\ub97c \ubc29\uc9c0\ud558\uace0 \uc785\ucc30 \uc5d4\uc9c4 \ub0b4\uc5d0\uc11c \uc9c1\uc811 \uc608\uce21 \uacb0\uacfc\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-improvements-over-classic-ml\"><strong>\uae30\uc874 \uba38\uc2e0\ub7ec\ub2dd \ub300\ube44 \uac1c\uc120 \uc0ac\ud56d<\/strong><\/h3>\n\n\n\n<p>DeepFM \ub355\ubd84\uc5d0 \uc218\ubc31 \uac1c\uc758 \uc785\ub825 \ud2b9\uc9d5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc5c8\uace0, \ud6a8\uc728\uc131\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ub354\uc6b1 \uc815\ud655\ud55c \uc608\uce21\uc744 \ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc784\ubca0\ub529\uc744 \ud65c\uc6a9\ud558\uc5ec \uc571 ID\ub098 \uc0ac\uc6a9\uc790 \uc2e0\ud638\uc640 \uac19\uc774 \uce74\ub514\ub110\ub9ac\ud2f0\uac00 \ub192\uc740 \ud2b9\uc9d5\ub4e4\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5 \ubc0f \uc5c5\ub370\uc774\ud2b8\ud560 \uc218 \uc788\ub294 \ubc00\uc9d1 \ubca1\ud130\ub85c \uc555\ucd95\ud568\uc73c\ub85c\uc368 \ubaa8\ub378 \uc815\ud655\ub3c4\uc640 \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ubaa8\ub450 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-but-deepfm-has-its-own-limits\"><strong>\ud558\uc9c0\ub9cc DeepFM\uc5d0\ub3c4 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc778\uc218\ubd84\ud574 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ud2b9\uc9d5\ub4e4\uc744 \ub124\uc784\uc2a4\ud398\uc774\uc2a4\ub85c \uadf8\ub8f9\ud654\ud574\uc57c \ud588\uae30 \ub54c\ubb38\uc5d0, \uc11c\ub85c \ub2e4\ub978 \ud2b9\uc9d5 \uadf8\ub8f9\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc0c1\ud638\uc791\uc6a9\ud558\ub294\uc9c0 \uc815\uc758\ud558\ub294 \ub370 \uc218\ub3d9 \uc791\uc5c5\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4. \ub610\ud55c, Fwumious Wabbit \ud559\uc2b5 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc744 \uc704\ud55c GPU\ub97c \uc9c0\uc6d0\ud558\uc9c0 \uc54a\uc544 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uc591\uacfc \ubc18\ubcf5 \uc18d\ub3c4\uac00 \uc81c\ud55c\ub418\ub294 \uc81c\uc57d\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>DeepFM\uc740 \uc758\ubbf8 \uc788\ub294 \uc9c4\uc804\uc774\uc5c8\uc9c0\ub9cc, \ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8, \ub354 \uae4a\uc740 \ubaa8\ub378, \ub354 \ube60\ub978 \uc7ac\ud559\uc2b5\uc744 \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \ub354 \ubc1c\uc804\ud574\uc57c \ud55c\ub2e4\ub294 \uac83\uc744 \uc54c\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ushering-the-next-generation-of-deep-learning\">\ucc28\uc138\ub300 \ub525\ub7ec\ub2dd\uc758 \uc2dc\ub300\ub97c \uc5f4\ub2e4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-we-want-from-the-next-generation\"><strong>\uc6b0\ub9ac\uac00 \ucc28\uc138\ub300\uc5d0\uac8c \ubc14\ub77c\ub294 \uac83<\/strong><\/h3>\n\n\n\n<p>\ub300\uaddc\ubaa8 \ud658\uacbd\uc5d0\uc11c \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574, \ub354\uc6b1 \ubcf5\uc7a1\ud55c \uc0ac\uc6a9 \uc0ac\ub840\uc640 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc758 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \ubaa8\ub378\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4. 1\uc138\ub300 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc784\ubca0\ub529 \uae30\ubc18 \uc544\ud0a4\ud14d\ucc98\uc758 \uac00\uce58\ub97c \uc785\uc99d\ud588\uc9c0\ub9cc, \uc55e\uc73c\ub85c \uc6b0\ub9ac\uac00 \uae30\ub300\ud558\ub294 \ubaa8\ub4e0 \uae30\ud68c\ub97c \uc2e4\ud604\ud558\uae30\uc5d0\ub294 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. \ucc28\uc138\ub300 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc6b0\ub9ac\uc758 \ubaa9\ud45c\ub294 \uba85\ud655\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\ub85c \ud559\uc2b5\ud558\uc138\uc694<\/li>\n\n\n\n<li>\ub354 \uc790\uc8fc \uc7ac\ud559\uc2b5\ud558\uc138\uc694<\/li>\n\n\n\n<li>\uc0c8\ub85c\uc6b4 \uc608\uce21 \uc791\uc5c5(\uc21c\uc704, \uad00\ub828\uc131)\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac00\uaca9 \ubaa8\ub378\uc744 \uac1c\uc120\ud558\uc138\uc694<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-moving-to-tensorflow-and-pytorch\"><strong>TensorFlow\uc640 PyTorch\ub85c \uc804\ud658<\/strong><\/h3>\n\n\n\n<p>\uc800\ud76c\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc5d0 GPU\uc5d0 \ud22c\uc790\ud588\uc73c\uba70, \ucd5c\uc2e0 \ub525 \ub274\ub7f4 \ub124\ud2b8\uc6cc\ud06c\ub97c \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574 TensorFlow\uc640 PyTorch\ub97c \uc804\uba74\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-market-pricing-models-train-on-billions-of-rows\"><strong>\uc2dc\uc7a5 \uac00\uaca9 \ubaa8\ub378\uc740 \uc218\uc2ed\uc5b5 \uac1c\uc758 \ud589\uc744 \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4.<\/strong><\/h3>\n\n\n\n<p>\uc800\ud76c \ucd08\uae30 DNN \ubaa8\ub378\uc740 \ucd5c\ucd08 \uac00\uaca9 \uacbd\ub9e4\uc5d0\uc11c \ucd5c\uc801\uc758 \uc785\ucc30 \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc900\ube44\uc5d0\ub294 Spark\ub97c \uc0ac\uc6a9\ud558\uace0, GPU \uba38\uc2e0\uc5d0\uc11c TF Records\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9e4\uc77c 10\uc5b5 \uac74 \uc774\uc0c1\uc758 \ub808\ucf54\ub4dc\ub97c \uae30\ubc18\uc73c\ub85c TensorFlow \ubaa8\ub378\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-how-we-serve-models-in-production\"><strong>\ud504\ub85c\ub355\uc158\uc5d0\uc11c \ubaa8\ub378\uc5d0\uac8c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \ubc29\ubc95<\/strong><\/h3>\n\n\n\n<p>\uc800\ud76c\ub294 \ubaa8\ub378\uc744 ONNX \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\uace0 Rust\uc758 ort \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud504\ub85c\uc138\uc2a4 \ub0b4 \ucd94\ub860\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ud559\uc2b5\uc740 GPU \uae30\ubc18 \uba38\uc2e0\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9c0\uba70, \uc11c\ube44\uc2a4 \uc81c\uacf5\uc740 DSP\uc5d0\uc11c CPU \uae30\ubc18\uc73c\ub85c \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-architectures-we-re-exploring\"><strong>\uc6b0\ub9ac\uac00 \ud0d0\uad6c\ud558\uace0 \uc788\ub294 \uac74\ucd95 \uc591\uc2dd<\/strong><\/h3>\n\n\n\n<p>\ud575\uc2ec \uc804\ud658 \uc608\uce21 \ubaa8\ub378\ub85c\ub294 DCNv2\uc640 TabTransformer\ub97c \ud14c\uc2a4\ud2b8 \uc911\uc785\ub2c8\ub2e4. \ub610\ud55c, \uad11\uace0\uc640 \uc778\ubca4\ud1a0\ub9ac\ub97c \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \ub9e4\uce6d\ud558\uae30 \uc704\ud574 Two Towers \uc544\ud0a4\ud14d\ucc98\ub3c4 \uac80\ud1a0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-gpu-investment-unlocks-next-level-model-performance\"><strong>GPU \ud22c\uc790\ub85c \ucc28\uc138\ub300 \ubaa8\ub378 \uc131\ub2a5 \uad6c\ud604 \uac00\ub2a5<\/strong><\/h3>\n\n\n\n<p>\ud604\uc7ac \uad6c\ucd95\ub41c \uc778\ud504\ub77c\uc640 GPU\ub97c \ud65c\uc6a9\ud558\uc5ec \ub525\ub7ec\ub2dd\uc744 \ud655\uc7a5\ud568\uc73c\ub85c\uc368 \uad11\uace0\uc8fc\uc5d0\uac8c \ub354\uc6b1 \uc2a4\ub9c8\ud2b8\ud55c \uc785\ucc30, \ube60\ub978 \ubc18\ubcf5 \uc791\uc5c5, \uadf8\ub9ac\uace0 \ub354 \ub098\uc740 ROI\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-this-journey-matters\">\uc774 \uc5ec\uc815\uc774 \uc911\uc694\ud55c \uc774\uc720<\/h2>\n\n\n\n<p>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ubd80\ud130 DeepFM, \uadf8\ub9ac\uace0 \ucd5c\uc2e0 DNN\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc800\ud76c \uba38\uc2e0\ub7ec\ub2dd \uc804\ub7b5\uc758 \ubaa8\ub4e0 \ubc1c\uc804\uc740 \ud558\ub098\uc758 \ud575\uc2ec \uc6d0\uce59\uc5d0 \uae30\ubc18\ud574 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \ubc14\ub85c \uad11\uace0\uc8fc\uc5d0\uac8c \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \ub300\uaddc\ubaa8\ub85c \uc81c\uacf5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uae30\uc874 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c\uacc4\ub97c \ud30c\uc545\ud558\uace0 \ud574\uacb0\ud558\uae30 \uc704\ud574 \uac70\uccd0\uc628 \uae30\uc220\uc801 \uc5ec\uc815\uacfc, DSP(\ub514\uc9c0\ud138 \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4) \ud50c\ub7ab\ud3fc\uc5d0 \ub525\ub7ec\ub2dd\uc744 \uc5b4\ub5bb\uac8c \ud1b5\ud569\ud588\ub294\uc9c0\uc5d0 \ub300\ud574 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\ub294 \uc804\uccb4 \uacfc\uc815\uc758 \uc77c\ubd80\uc77c \ubfd0\uc785\ub2c8\ub2e4. \uc774 \uae00\uc758 2\ubd80\uc5d0\uc11c\ub294 \uc774 \ubaa8\ub4e0 \uac83\uc744 \ub4b7\ubc1b\uce68\ud558\ub294 \uc778\ud504\ub77c\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. GPU\uc5d0 \ud22c\uc790\ud55c \uc774\uc720, \uadf8 \uacb0\uc815\uc744 \uac80\uc99d\ud55c \ubc29\ubc95, \uadf8\ub9ac\uace0 \uc774\ub97c \ud1b5\ud574 \ub300\uaddc\ubaa8 \ubaa8\ub378 \ud559\uc2b5\uc774 \uc5b4\ub5bb\uac8c \uac00\ub2a5\ud574\uc9c0\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><em>\uc774 \ube14\ub85c\uadf8 \uae00\uc774 \ub9c8\uc74c\uc5d0 \ub4dc\uc168\ub2e4\uba74 \ubca4\uc5d0\uac8c \uba54\uc2dc\uc9c0\ub97c \ubcf4\ub0b4\uc8fc\uc138\uc694. <\/em><a href=\"mailto:bweber@aarki.com\"><em>bweber@aarki.com<\/em><\/a><em>. \uadf8\ub294 \ub2f9\uc2e0\uc758 \uc5f0\ub77d\uc744 \uc815\ub9d0 \uc88b\uc544\ud560 \uac70\uc608\uc694!<\/em><\/p>","protected":false},"excerpt":{"rendered":"<p>\uc800\uc790 \uc18c\uac1c: \ubca4 \uc6e8\ubc84\ub294 Aarki\uc758 \uba38\uc2e0\ub7ec\ub2dd \ub2f4\ub2f9 \ubd80\uc0ac\uc7a5\uc73c\ub85c, \uc218\ubc31\ub9cc \uac74\uc758 \uc2e4\uc2dc\uac04 \uc785\ucc30 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \ub354\uc6b1 \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uac1c\ubc1c\uc744 \uc8fc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"author":15,"featured_media":2005,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","event_date":"","external_url":"","gated_content":false,"hubspot_url":"","footnotes":""},"categories":[13],"tags":[],"class_list":["post-2004","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.1 (Yoast SEO v27.3) - 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