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ML Engineer\ub294 \ucd5c\ucca8\ub2e8\uc758 \ubaa8\ub378\uc744 \uc5f0\uad6c\ud558\uace0 \uac1c\uc120\ud558\ub294 \uacfc\ud559\uc790\ub85c\uc11c\uc758 \uc5f0\uad6c \ub2a5\ub825\uacfc, \ub9cc\ub4e4\uc5b4\uc9c4 \ubaa8\ub378\uc758 \uc2dc\uac04/\uacf5\uac04\uc801 \ubcf5\uc7a1\ub3c4\ub97c \uace0\ub824\ud574 \ucd94\ub860 \uc131\ub2a5\uc744 \uadf9\ud55c\uc73c\ub85c \ub04c\uc5b4\uc62c\ub9ac\ub294 \uacf5\ud559\uc790\ub85c\uc11c\uc758 \uac1c\ubc1c \ub2a5\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub7f0 \ub2a5\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c \uacaa\ub294 \ubb38\uc81c\ub97c \ubc1c\uacac/\uc815\uc758\ud558\uace0, \ubb38\uc81c\ud574\uacb0\uc744 \uc704\ud55c SotA \ubaa8\ub378\uc744 \uc7ac\ud604 \ub610\ub294 \uac1c\ubc1c\ud558\uace0, \ubaa8\ub378\uc744 \uc628\ub514\ubc14\uc774\uc2a4 \ubc0f \uc11c\ubc84 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uace0, \uc774\ud6c4 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub378\uc744 \uac1c\uc120\ud558\ub294 AI flywheel \uc744 \uad6c\ucd95\ud558\ub294 \ub4f1 \ub2e4\uc591\ud55c \uc5c5\ubb34\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubc31\uc5d4\ub4dc/\ud504\ub860\ud2b8\uc5d4\ub4dc/DevOps \uc5d4\uc9c0\ub2c8\uc5b4, \ub370\uc774\ud130 \ubd84\uc11d\uac00, PM \ub4f1 \ub2e4\uc591\ud55c \uc804\ubb38\uc870\uc9c1\uacfc \uc801\uadf9\uc801\uc73c\ub85c \ud611\uc5c5\ud558\uba70 \ub3c4\uc6c0\uc744 \ubc1b\uc2b5\ub2c8\ub2e4. \uc77c\ud558\ub294 \ubaa8\uc2b5\uc5d0 \ub300\ud55c \uc870\uae08 \ub354 \uc790\uc138\ud55c \uc774\uc57c\uae30\ub294 \ub2e4\uc74c\uc758 \ub0b4\uc6a9\uc744 \ucc38\uace0\ud558\uc2dc\uba74 \uc88b\uc2b5\ub2c8\ub2e4. AI in Social Discovery (Blending Research and Production) [How AI Lab Works] Head of AI - Shurain \uc778\ud130\ubdf0 \uc5f0\uad6c\uc758 \uacb0\uacfc\ubb3c\uc744 \uc815\ub9ac\ud558\uc5ec \ub17c\ubb38 \ud639\uc740 \ucf54\ub4dc\ub85c \uacf5\uac1c\ud558\ub294 \uac83 \ub610\ud55c \ud300 \ubaa9\ud45c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc81c\ud488\uc5d0 \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \ubaa9\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ub9cc\ub4e4\ub2e4 \ubcf4\uba74, \uae30\uc874 \uc5f0\uad6c\ub85c\ub294 \ubd80\uc871\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ubd80\uc871\ud55c \ubd80\ubd84\uc744 \ucc44\uc6b0\uae30 \uc704\ud574 \uc9c4\ud589\ub41c \uc5f0\uad6c\uc758 \uacb0\uacfc\ubb3c\uc744 \ud504\ub85c\uc81d\ud2b8 \ucc38\uc5ec\uc790\ub4e4\uc774 \ubaa8\ub450 \ud568\uaed8 \ud611\uc5c5\ud558\uc5ec \uc5f0\uad6c\uc758 \uc758\ubbf8 \uc788\ub294 \ubd80\ubd84\uc744 \uc815\ub3c8\ud558\uace0 \uac00\ub2a5\ud558\ub2e4\uba74 \ucf54\ub4dc\uc640 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc9c0\uae08\uae4c\uc9c0 \uc544\ub798\uc640 \uac19\uc740 \ub300\uc678\uc801 \uc5f0\uad6c \uc131\uacfc\ub97c \uac70\ub458 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. 2023\ub144 TiDAL: \ud6a8\uc728\uc801\uc778 \ud559\uc2b5 \uacfc\uc815\uc758 \ubaa8\ub378 \ud589\ub3d9\uc5d0 \uae30\ubc18\ud55c \uc561\ud2f0\ube0c \ub7ec\ub2dd \uae30\ubc95 ICCV 2023 \uac8c\uc7ac 2023\ub144 \ubaa8\ub354\ub808\uc774\uc158 \ud658\uacbd\uc5d0\uc11c \uc5ec\ub7ec \ubd84\ub958 \uae30\uc900\uc744 \ub3d9\uc2dc\uc5d0 \ub9cc\uc871\ud558\uae30 \uc704\ud55c \ubb38\ud131\uac12\uc744 \uc7a1\ub294 \uc5f0\uad6c WSDM 2023 \uac8c\uc7ac 2022\ub144 \ub300\ud654 \uc0dd\uc131\uc5d0\uc11c\uc758 \uc758\ubbf8\uc801 \ub2e4\uc591\uc131\uc744 \ub192\uc774\ub294 \uc5f0\uad6c EMNLP 2022 \uac8c\uc7ac 2022\ub144 \ub808\uc774\ube14 \ub178\uc774\uc988\uac00 \uc2ec\ud55c \ud658\uacbd\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95 ECCV 2022 \uac8c\uc7ac 2022\ub144 \ud0c0\uae43 \uce90\ub9ad\ud130\uc758 \uba87\uac00\uc9c0 \ubc1c\ud654\ub9cc\uc744 \uc774\uc6a9\ud558\uc5ec \ud0c0\uae43 \uce90\ub9ad\ud130\ub97c \ubaa8\ubc29\ud558\ub294 \ucc57\ubd07\uc5f0\uad6c NAACL 2022 \uac8c\uc7ac 2022\ub144 \ub300\ud654 \uc0dd\uc131 \ubaa8\ub378\uc5d0\uc11c \uc608\uc2dc\ub97c \ud65c\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ub192\uc774\ub294 \uc5f0\uad6c ACL 2022 Workshop \ubc1c\ud45c 2022\ub144 \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0\uc11c \uc624\ub514\uc624 \ubd84\ub958\ub97c \uc704\ud55c distillation \uae30\uc220 \uc5f0\uad6c ICASSP \uac8c\uc7ac 2021\ub144 \ud074\ub9ad\ub960 \uc608\uce21\uc744 \uc704\ud55c \uc911\uc694\ub3c4 \ubcf4\uc874\uc774 \uac00\ub2a5\ud55c \ud53c\uccd0 \uc815\uaddc\ud654 \uc5f0\uad6c ICDM Workshop Best Paper \uc218\uc0c1 2021\ub144 Tabular Learning \uae30\ubc18 \ud6a8\uc728\uc801\uc778 Click-Through Rate Prediction \ubaa8\ub378 ICLR 2021 Workshop \ubc1c\ud45c 2021\ub144 \ud6a8\uc728\uc801\uc778 Retriever\uae30\ubc18 Chatbot\uc744 \uc704\ud55c Large-Scale Generative \ubaa8\ub378 \ud65c\uc6a9 \uc5f0\uad6c EMNLP 2021 \uac8c\uc7ac 2020\ub144 Long-tailed Visual Recognition \ubb38\uc81c\ub97c Label distribution shift \uad00\uc810\uc5d0\uc11c \ud574\uacb0\ud558\ub294 \uae30\uc220 CVPR 2021 \uac8c\uc7ac 2020\ub144 \ud4e8\uc0f7 \ub7ec\ub2dd\uc744 \ud1b5\ud55c Text-to-Speech(TTS) \uae30\uc220 INTERSPEECH 2020 \uac8c\uc7ac 2019\ub144 \ud4e8\uc0f7 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc548\uba74 \uc7ac\ud604 \uae30\uc220 AAAI 2020 \uac8c\uc7ac 2019\ub144 \ubaa8\ubc14\uc77c\uc5d0\uc11c \ube60\ub974\uac8c \ub3d9\uc791\ud558\ub294 \ud0a4\uc6cc\ub4dc \uc2a4\ud31f\ud305 \ubaa8\ub378(TC-ResNet) INTERSPEECH 2019 \uac8c\uc7ac 2019\ub144 \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \uacbd\ub7c9 \uc774\ubbf8\uc9c0 \uc138\uadf8\uba58\ud14c\uc774\uc158 \ubaa8\ub378(MMNet) \uc544\uce74\uc774\ube0c \uc5c5\ub85c\ub4dc 2018\ub144 \uc800\uc804\ub825 \uc774\ubbf8\uc9c0 \uc778\uc2dd \ub300\ud68c (LPIRC) 2\ub4f1 ML \uc5f0\uad6c\uac00 \uc798 \uc9c4\ud589\ub418\uae30 \uc704\ud574\uc11c\ub294 \ub525\ub7ec\ub2dd \ud559\uc2b5\uc744 \uc704\ud55c \uc778\ud504\ub77c\ub3c4 \uc798 \uac16\ucd94\uc5b4\uc838\uc57c\ud569\ub2c8\ub2e4. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc5d0\uc11c\ub294 ML engineer\ub4e4\uc774 \ucda9\ubd84\ud788 \ubaa8\ub378 \uac1c\ubc1c \ubc0f \uc2e4\ud5d8\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc790\uccb4\uc801\uc778 \ub525\ub7ec\ub2dd \uc5f0\uad6c\uc6a9 \ud074\ub7ec\uc2a4\ud130\ub97c \uad6c\ucd95\ud558\uc5ec \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. DGX-A100 20\ub300\ub85c \uad6c\uc131\ub41c \ud074\ub7ec\uc2a4\ud130(\ucd1d 160\ub300\uc758 A100 GPU)\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c on-premise \uc7a5\ube44\ub4e4\uc744 \uc5f0\uad6c\uac1c\ubc1c\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd94\uac00\uc801\uc73c\ub85c, \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac\ub97c \ud3ec\ud568\ud55c \uc790\uccb4\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \uad6c\ucd95 \ubc0f \uc6b4\uc601\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610, ML \ubaa8\ub378\uc758 \uc81c\ud488\ud654\ub97c \ub3c4\uc640\uc8fc\uc2e4 \ub2e4\uc591\ud55c software engineer(\ubc31\uc5d4\ub4dc/\ud504\ub860\ud2b8\uc5d4\ub4dc/DevOps/MLSE)\ubd84\ub4e4\uacfc \ud568\uaed8 \uc77c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5c5\ubb34 \ub0b4\uc6a9 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \uc0ac\uc6a9\uc790\uc758 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \uc5f0\uad6c \uac1c\ubc1c\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubaa8\ubc14\uc77c \ubc0f \uc11c\ubc84 \ud658\uacbd\uc5d0\uc11c \uc601\uc0c1\uc774\ub098 \uc774\ubbf8\uc9c0, \uc74c\uc131 \ubc0f \uc790\uc5f0\uc5b4\ub85c \uad6c\uc131\ub41c \ube44\uc815\ud615 \ub370\uc774\ud130 \ubc0f \uc720\uc800\uc758 \ud589\ub3d9 \ub85c\uadf8\ub85c\ubd80\ud130 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub97c \ud568\uaed8 \ud480 \uc218 \uc788\ub294 \ubd84\ub4e4\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0\uc11c \uc9e7\uc740 latency\uc640 \ub192\uc740 \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\ub294 \uacbd\ub7c9 \ubaa8\ub378 \ucd5c\uc801\ud654\uc5d0 \ub300\ud55c \ubb38\uc81c \uc11c\ub85c \ub2e4\ub978 \ub3c4\uba54\uc778\uc5d0\uc11c \uc218\uc9d1\ub41c \ub370\uc774\ud130 \uac04\uc758 \ucc28\uc774\ub97c \uadf9\ubcf5\ud558\ub294 domain adaptation \ubb38\uc81c Multi-task \ud639\uc740 multi-label \ubd84\ub958 \ubaa8\ub378\ub9c1\uc5d0 \ub300\ud55c \ubb38\uc81c Unlabeled \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud55c semi-supervised learning, self-supervised learning \ubb38\uc81c Multi-modal \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\ub294 \ubb38\uc81c \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub85c\uadf8\uc640 content understanding \uacb0\uacfc\uc5d0 \uae30\ubc18\ud55c \uc720\uc800 \ud589\ub3d9 \ud328\ud134\uc744 \ud30c\uc545\ud558\ub294 \ubb38\uc81c \ub610\ud55c, \uc81c\ud488\uc5d0 \ud3ec\ud568\ub418\ub294 AI \uae30\uc220\uc744 \uc5f0\uad6c\ud558\uae30 \uc704\ud55c \ub178\ub825\ub4e4\ub3c4 \uafb8\uc900\ud788 \uc9c4\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c prototyping\uc744 \uc9c4\ud589\ud558\uc5ec \ube60\ub974\uac8c \uae30\uc220\uc758 \uc2e4\ud604 \uac00\ub2a5\uc131\uc744 \ud310\ub2e8\ud558\uace0, \uc81c\ud488\ud654 \uc774\ud6c4 \uc2dc\uc2a4\ud15c\uc758 \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uacfc \uc131\uc7a5\uc744 \uc774\ub044\ub294 AI flywheel\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\ub4e4\uc744 \ucc3e\uc544\ub0bc \uc218 \uc788\ub294 \ubd84\ub4e4\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. Highly imbalanced \ub610\ub294 noisy label \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \ubc29\ubc95 \uae30\uc874\uc5d0 deploy\ub41c \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud560 \uc218 \uc788\ub294 continual/life-long learning \ubc29\ubc95 \ubaa8\ub378 task \uc694\uad6c\uc0ac\ud56d\uc758 \ubcc0\ud654\uc640 \uc2e0\uaddc \uc11c\ube44\uc2a4\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 meta-learning \ubc29\ubc95 Large scale model\uc744 \ud559\uc2b5\ud558\uace0, \uc2e4\uc81c \uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0\uc11c \ucd08\ub2f9 \uc218\ubc31 \ub610\ub294 \uc218\ucc9c \uac1c\uc758 \uc785\ub825\uc744 \uc548\uc815\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud560 \uc218 \uc788\ub294 \ubaa8\ub378 \ucd5c\uc801\ud654 \ubc0f distillation \ubc29\ubc95 ML \ud504\ub85c\ub355\uc158 \ud504\ub85c\uc138\uc2a4\ub97c \ud601\uc2e0\ud558\uae30 \uc704\ud574 large language models \ubc0f vision-language models\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95 \uc9c0\uc6d0 \uc790\uaca9 AI/ML \ub3c4\uba54\uc778 \uc804\ubc18\uc5d0 \ub300\ud55c \uc774\ud574\uc640 \uc801\uc5b4\ub3c4 \ud55c \uac1c \uc774\uc0c1\uc758 \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub300\ud55c \uae4a\uc774 \uc788\ub294 \uc9c0\uc2dd\uc744 \uac16\ucd94\uace0, 3\ub144 \uc774\uc0c1\uc758 \uad00\ub828 \ud504\ub85c\uc81d\ud2b8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc9c0\uc18d\uc801\uc778 \uc8fc\ub3c4\uc801 \ud559\uc2b5\uc744 \ud1b5\ud574 \ud300\uc758 AI/ML\uc744 \ud3ec\ud568\ud55c \uae30\uc220\uc801 \uacbd\uc7c1\ub825\uc744 \ub9cc\ub4e4\uace0 \uc720\uc9c0\ud558\uac8c \ub3c4\uc640\uc8fc\uc2e4 \uc218 \uc788\ub294 \ubd84 \ubcf4\ud1b5\uc758 \ubc29\ubc95\uc73c\ub85c \ud480 \uc218 \uc5c6\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc81c\uc57d \uc870\uac74\uc744 AI \ubaa8\ub378\ub9c1 \ub2a5\ub825\uacfc \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc804\ubc18\uc5d0 \ub300\ud55c \uae4a\uc740 \uc218\uc900\uc758 \uc774\ud574\ub97c \ubc14\ud0d5\uc73c\ub85c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc5ed\ub7c9\uc744 \uac16\ucd98 \ubd84 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 AI \uae30\uc220\uc744 \ud1b5\ud569\ud558\uace0 \uc8fc\uc694 \uc9c0\ud45c\ub97c \uc720\uc758\ubbf8\ud558\uac8c \ud5a5\uc0c1\uc2dc\ucf1c \ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 ML \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 \ubc30\ud3ec\ud558\uae30 \uc704\ud574, \uc5ec\ub7ec \uc9c1\uad70\uc758 \uc774\ud574\uad00\uacc4\uc790\uc640 \ud611\uc5c5\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ub2a5\ub825\uacfc \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc5ed\ub7c9\uc744 \uac16\ucd94\uc2e0 \ubd84 \uad6c\ud604\uccb4\uac00 \uacf5\uac1c\ub418\uc5b4\uc788\uc9c0 \uc54a\uc740 \ub17c\ubb38\uc744 \uc2a4\ud06c\ub798\uce58\ubd80\ud130 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \uad6c\ud604\ud574 \ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ub2e4\ub978 ML \uad00\ub828 \uc9c1\uad70 \uc5d4\uc9c0\ub2c8\uc5b4 \uc758 \uc131\uc7a5\uc744 \ub3c4\uc640\ubcf8 \uacbd\ud5d8\uc774 \uc788\uac70\ub098, \uad00\ub828\ud55c \uc5ed\ub7c9\uc744 \uac16\ucd94\uc2e0 \ubd84 \ud559\uc704\ub098 \uad6d\uc801\uc740 \ubb34\uad00\ud558\ub418, \ud55c\uad6d\uc5b4\uc640 \uc601\uc5b4\ub85c \uc6d0\ud65c\ud55c \uc758\uc0ac\uc18c\ud1b5\uc774 \uac00\ub2a5\ud55c \ubd84 \uc6b0\ub300 \uc0ac\ud56d \uae30\uacc4\ud559\uc2b5 \uad00\ub828 \ud0d1\ud2f0\uc5b4 \ud559\ud68c \ubc0f \uc800\ub110(NeurIPS, ICLR, ICML, CVPR, ICCV/ECCV, KDD, ) \uac8c\uc7ac \uc2e4\uc801 \ud639\uc740 AI \uad00\ub828 \ub300\ud68c \uc218\uc0c1 \uc2e4\uc801\uc774 \uc788\uc73c\uc2e0 \ubd84 \uacf5\uac1c\ub41c \ubca4\uce58\ub9c8\ud06c \ub370\uc774\ud130 \uc14b\uc5d0\uc11c SotA\ub97c \ucc0d\uc5b4\ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ud074\ub77c\uc774\uc5b8\ud2b8(Android, iOS), \ubc31\uc5d4\ub4dc\ub97c \ud3ec\ud568\ud574 AI/ML \ubd84\uc57c \uc678 \uac1c\ubc1c \uacbd\ud5d8\uc774 \ud48d\ubd80\ud558\uc2e0 \ubd84 \uae30\uacc4\ud559\uc2b5 \uad00\ub828 \uc624\ud508 \uc18c\uc2a4 \uac1c\ubc1c\uc5d0 \ucc38\uc5ec\ud574 \ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 AI/ML \ub3c4\uba54\uc778 \uc804\ubc18\uc5d0 \ub300\ud55c \ubc29\ub300\ud55c \uc9c0\uc2dd\uc744 \uc790\ub791\ud560 \uc218 \uc788\uc73c\uc2e0 \ubd84 A/B \ud14c\uc2a4\ud2b8 \uc2e4\ud5d8 \uae30\ud68d \ubc0f \ud0c0\uac9f KPI \uc9c0\ud45c\ub97c \uc815\uc758\ud558\uace0, SQL\uae30\ubc18 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc9c4\ud589\ud55c \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc778\uacfc\uad00\uacc4 \ubd84\uc11d \ubc0f \uae30\ud0c0 \ud1b5\uacc4 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \ud1b5\ucc30\ub825\uc744 \ubc1c\uad74\ud558\uace0 \uc758\uc0ac\uacb0\uc815\uc5d0 \ud65c\uc6a9\ud574\ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ud300\uc744 \ub9ac\ub4dc\ud574\ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 $ - $ a year None \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uac00 \ucc44\uc6a9\ud558\ub294 \ud3ec\uc9c0\uc158\uc5d0 \uc9c0\uc6d0\ud558\ub294 \uacbd\uc6b0, \uac1c\uc778\uc815\ubcf4 \ucc98\ub9ac\uc5d0 \uad00\ud558\uc5ec\uc11c\ub294 \ubcf8 \uac1c\uc778\uc815\ubcf4\ucc98\ub9ac\ubc29\uce68\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4: https://career.hyperconnect.com/privacy", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/22203755", "isPrivate": false}, {"id": 22207678, "name": "Sr. Machine Learning Software Engineer", "location": "Seoul", "locations": ["Seoul"], "hot": 0, "department": "Hyperconnect", "business_unit": "AI/ML \uc9c1\uad70 \uc9d1\uc911\ucc44\uc6a9", "t_update": 1724737277, "t_create": 1714640998, "ats_job_id": "5e4bf21b-a890-4f3d-a033-c4c845470500", "display_job_id": "5e4bf21b-a890-4f3d-a033-c4c845470500", "type": "ATS", "id_locale": "712055874626384982-en", "job_description": "\ud558\uc774\ud37c\ucee4\ub125\ud2b8 Machine Learning Software Engineer (MLSE)\ub294 \uc0ac\ub78c\uacfc \uc0ac\ub78c \uc0ac\uc774\ub97c \uc5f0\uacb0\ud558\ub294 \uc11c\ube44\uc2a4\uc5d0\uc11c, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \uc11c\ube44\uc2a4\uc5d0 \uc801\uc6a9\ud558\uace0 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud601\uc2e0\ud558\ub294 \uc77c\uc744 \ud569\ub2c8\ub2e4. \uc0ac\ub0b4 AI \uc870\uc9c1\uc5d0\uc11c \ub9cc\ub4e0 \uc601\uc0c1/\uc74c\uc131/\ubb38\uc790/\ucd94\ucc9c \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc758 \uc218\ub9ce\uc740 \ubaa8\ub378\uc744 \ud504\ub85c\ub355\uc158\uc5d0 \uc801\uc6a9\ud558\uace0, \ubaa8\ubc14\uc77c \ubc0f \ud074\ub77c\uc6b0\ub4dc \uc11c\ubc84\ub97c \ud1b5\ud574 \uc548\uc815\uc801\uc73c\ub85c \uc81c\uacf5\ud558\uba74\uc11c \ub9c8\uc8fc\ud558\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\uba70, \uc6b0\ub9ac\uac00 \ub9cc\ub4e4\uc5b4 \ub0b4\ub294 \uae30\uc220\uc774 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc758 \uc131\uc7a5\uc5d0 \uae30\uc5ec\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa9\ud45c \uc544\ub798 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc758 ML Software Engineer\ub294 \uc544\uc790\ub974, \ud558\ucfe0\ub098 \ub4f1 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc758 \uc5ec\ub7ec \uc81c\ud488\ub4e4\uc5d0 \uae30\uc5ec\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\ub4e4\uc744 \uc218\ub144\uac04 \ubc1c\uc804\uc2dc\ucf1c \ub098\uac00\uace0 \uc788\uc73c\uba70, \uc774\ub807\uac8c \ucd95\uc801\ub41c \uae30\uc220\ub4e4\uc744 S&P 500 \ud3b8\uc785\uc0ac\uc778 \ub9e4\uce58\uadf8\ub8f9\uc758 \ub2e4\uc591\ud55c \uae00\ub85c\ubc8c \ube44\uc988\ub2c8\uc2a4 \uc11c\ube44\uc2a4\uc5d0\ub3c4 \uc190\uc27d\uac8c \ud65c\uc6a9\ud558\uae30 \uc704\ud55c \uae30\uc220\uc744 \uac1c\ubc1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. ML Software Engineer\ub294 \uc6b0\ub9ac\uac00 \ubcf4\uc720\ud55c \ubaa8\ub4e0 AI \uae30\uc220\uc744 \uc81c\ud488\uc5d0 \uc801\uc6a9\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \uc784\ud329\ud2b8\ub97c \ub0bc \uc218 \uc788\ub3c4\ub85d \ud558\uba70, \uc9c0\uc18d \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uc5ec AI \uae30\uc220\uc758 \uc801\uc6a9\uc774 \uac00\uc18d\ud654 \ub418\ub3c4\ub85d \ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc774 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 (1) ML \ubaa8\ub378 \uae30\ubc18\uc758 \ud655\uc7a5\uc131 \uc788\ub294 \ubc31\uc5d4\ub4dc \uc11c\ubc84\ub97c \uac1c\ubc1c\ud558\uba70, (2) ML \ubaa8\ub378 \ucd94\ub860\uc744 \uc704\ud55c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uac1c\ubc1c/\uc6b4\uc601\ud558\uace0, (3) \ub2e4\ub978 \ud300\ub4e4\uacfc \ud611\uc5c5\ud558\uc5ec \uacf5\ud1b5\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\ub294 ML \ucef4\ud3ec\ub10c\ud2b8\ub97c \ud50c\ub7ab\ud3fc\ud654\ud558\ub294 \uc791\uc5c5\uae4c\uc9c0 \uc218\ud589\ud569\ub2c8\ub2e4. \uadf8 \uacfc\uc815\uc5d0\uc11c \ub2e4\ub978 \uc9c1\uad70\uacfc\ub3c4 \ubc00\uc811\ud558\uac8c \ud611\uc5c5\ud558\uba74\uc11c KPI \ub2ec\uc131\uc5d0 \ub3c4\ub2ec\ud558\uae30 \uc704\ud574 \ud544\uc694\ub85c \ud558\ub294 \ubaa8\ub4e0 \uacfc\uc815(\ubb38\uc81c \uc815\uc758, \uac00\uc124 \uc124\uc815, \uc2e4\ud5d8 \uc124\uacc4, \ubd84\uc11d \ubc0f \ud53c\ub4dc\ubc31)\uc5d0 \ucc38\uc5ec\ud558\uba70 \uc8fc\ub3c4\uc801\uc73c\ub85c \uc5c5\ubb34\ub97c \uc9c4\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ud558\ub294 \ubaa8\uc2b5\uc5d0 \ub300\ud55c \uc870\uae08 \ub354 \uc790\uc138\ud55c \uc774\uc57c\uae30\ub294 \ub2e4\uc74c\uc758 \ub0b4\uc6a9\uc744 \ucc38\uace0\ud558\uc2dc\uba74 \uc88b\uc2b5\ub2c8\ub2e4. AI Platform Dev Team \uc778\ud130\ubdf0 ML Application Team \uc778\ud130\ubdf0 Head of AI - Shurain \uc778\ud130\ubdf0 AI in Social Discovery (Blending Research and Production) ML Software Engineer\ub4e4\uc774 \ud480\uace0 \uc788\ub294 \uc7ac\ubbf8\uc788\ub294 \ubb38\uc81c\ub4e4\uc740 Tech blog\uc5d0 \uc5c5\ub85c\ub4dc \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. ksqlDB\ub97c \uc774\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04 ML \ud53c\uccd0 \ub370\uc774\ud130\ub97c \uacc4\uc0b0\ud558\uae30 \uace0\uc131\ub2a5 ML \ubc31\uc5d4\ub4dc\ub97c \uc704\ud55c 10\uac00\uc9c0 Python \uc131\ub2a5 \ucd5c\uc801\ud654 \ud301 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc11c\ube59 \ube44\uc6a9 1/4\ub85c \uc904\uc774\uae30 \uc774\ubca4\ud2b8 \uae30\ubc18\uc758 \ub77c\uc774\ube0c \uc2a4\ud2b8\ub9ac\ubc0d \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uc6b4\uc6a9\ud558\uae30 \uba38\uc2e0\ub7ec\ub2dd \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc800\uc7a5\uc18c \uae30\uc220 \uc5c5\ubb34 \ud658\uacbd [\uad6d\ub0b4 \ucd5c\uc0c1\uc704 \uc218\uc900\uc758 AI \uc870\uc9c1] \ud0d1\ud2f0\uc5b4 AI/ML \ud559\ud68c\uc5d0 \ub17c\ubb38\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \ucd9c\ud310\ud558\ub294 Machine Learning Engineer \ubc0f Machine Learning Research Scientist \ub4e4\uacfc \ud568\uaed8 \uc77c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc5d0\uc11c \ucd9c\ud310\ud55c \ub17c\ubb38\uc740 \uc5ec\uae30\uc11c \ud655\uc778\ud574\ubcf4\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. [\ud48d\ubd80\ud55c MLOps \ub178\ud558\uc6b0] 50\uac1c \uc774\uc0c1\uc758 \ubaa8\ub378\uc744 \ud504\ub85c\ub355\uc158\uc5d0\uc11c \uc0ac\uc6a9\ud558\uace0 \uc788\uc744 \ub9cc\ud07c, MLOps\uc5d0 \ub300\ud55c \ub178\ud558\uc6b0\uac00 \ud48d\ubd80\ud55c \uc870\uc9c1\uc5d0\uc11c \uc77c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Deview 2023 - \uc2e4\uc2dc\uac04 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uc704\ud55c Feature Store \uad6c\ud604\uae30 Deview 2021 - \uc5b4\ub5bb\uac8c \ub354 \ub9ce\uc740 \ubaa8\ub378\uc744 \ub354 \ube60\ub974\uac8c \ubc30\ud3ec\ud560 \uac83\uc778\uac00? \ucd08\uace0\uc131\ub2a5 \ub525\ub7ec\ub2dd \ud074\ub7ec\uc2a4\ud130 \uad6c\ucd95\ud558\uae30 1\ud3b8 \ub2f4\ub2f9 \uc5c5\ubb34 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\ub294 \uc81c\ud488\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \uc801\uc6a9\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ubc29\uba74\uc73c\ub85c \ub178\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc758 ML Software Engineer\ub294 \ud06c\uac8c \ub2e4\uc74c\uacfc \uac19\uc740 4\uac00\uc9c0 \ubd84\uc57c \uc911 \ud55c \uac00\uc9c0 \uc774\uc0c1\uc758 \uc5c5\ubb34\ub97c \uc218\ud589\ud558\uac8c \ub429\ub2c8\ub2e4. [\uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \ubc31\uc5d4\ub4dc \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158 \uc124\uacc4 \ubc0f \uad6c\ud604] \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc640 \ub9e4\uce58\uadf8\ub8f9\uc5d0\uc11c \uc6b4\uc601 \uc911\uc778 \uc11c\ube44\uc2a4\ub4e4\uc758 \ud488\uc9c8\uc744 \ub192\uc774\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \ubc31\uc5d4\ub4dc \uc11c\ube44\uc2a4 (FastAPI, Spring)\ub97c \uac1c\ubc1c\ud569\ub2c8\ub2e4. \uae00\ub85c\ubc8c \uc2a4\ucf00\uc77c\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ub3d9\uc791\uc774 \uac00\ub2a5\ud558\ub3c4\ub85d \uc131\ub2a5 \uad00\uc810\uc5d0\uc11c\uc758 \ub9ce\uc740 \uace0\ubbfc\uacfc \ud568\uaed8 \uc124\uacc4\ub418\uace0 \uc788\uc73c\uba70, \ud300\uc5d0\uc11c \uc6b4\uc601 \uc911\uc778 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub4e4\uc740 \uc804\uc0ac \ub0b4\uc5d0\uc11c\ub3c4 \uac00\uc7a5 \ub192\uc740 \uc218\uc900\uc758 \ud2b8\ub798\ud53d\uc744 \ucc98\ub9ac\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uac1c\uc778\ud654 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ubc0f \uac80\uc0c9 \uc2dc\uc2a4\ud15c (Azar, Hakuna, \ub9e4\uce58\uadf8\ub8f9 \ub0b4\uc758 \uc11c\ube44\uc2a4\ub4e4) \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub378\uc744 \uac1c\uc120\ud558\ub294 AI Flywheel \uc2dc\uc2a4\ud15c \uac1c\ubc1c Trust & Safety\ub97c \uc704\ud55c \ubaa8\ub354\ub808\uc774\uc158 \uc2dc\uc2a4\ud15c \ubc0f \ud50c\ub7ab\ud3fc \uac1c\ubc1c \uc601\uc0c1, \uc74c\uc131 \ubc0f \uc790\uc5f0\uc5b4 \ub4f1\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ud574\uc11d \uac00\ub2a5\ud55c \ud615\ud0dc\ub85c \ubcc0\ud658\ud574 \uc8fc\ub294 \uc0ac\ub0b4 API \uc11c\ubc84 [\ubaa8\ub378 \ucd94\ub860\uc744 \uc704\ud55c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uac1c\ubc1c] \uc2e4\uc2dc\uac04 \uc774\ubca4\ud2b8\ub97c \uac00\uacf5\ud558\uc5ec \ubaa8\ub378 \ucd94\ub860\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ud558\ub294 \ud30c\uc774\ud504\ub77c\uc778(Apache Flink, KSQL)\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4. \ud53c\uccd0\ub97c \ube60\ub974\uace0 \uc548\uc815\uc801\uc73c\ub85c \uc218\uc9d1, \uac00\uacf5, \uc11c\ube59\ud558\uae30 \uc704\ud55c \uc2dc\uc2a4\ud15c(ex. streaming application, feature store)\uc744 \uace0\ubbfc\ud558\uace0 \uc124\uacc4\ud569\ub2c8\ub2e4. \ub54c\ub85c\ub294 \ud30c\uc774\ud504\ub77c\uc778 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ud53c\uccd0\ub97c \uc120\uc81c\uc801\uc73c\ub85c \ubc1c\uad74\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. [\uba38\uc2e0\ub7ec\ub2dd \uae30\ub2a5\uc774 \ud0d1\uc7ac\ub41c \ud074\ub77c\uc774\uc5b8\ud2b8 SDK \uac1c\ubc1c] \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc640 \ub9e4\uce58\uadf8\ub8f9\uc758 \ubaa8\ubc14\uc77c \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud0d1\uc7ac\ub418\ub294 \uba38\uc2e0\ub7ec\ub2dd SDK\ub97c \uac1c\ubc1c\ud558\uace0 \uc6b4\uc601\ud569\ub2c8\ub2e4. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc5d0\uc11c \uac1c\ubc1c\ud558\ub294 SDK\ub294 \uc804 \uc138\uacc4 \uac01\uc9c0\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc218\ub9ce\uc740 \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c \ub3d9\uc791\ud560 \uc218 \uc788\uc5b4\uc57c \ud558\uae30\uc5d0, \ub9e4\uc6b0 \ub192\uc740 \uc548\uc815\uc131\uc744 \ubaa9\ud45c\ub85c \ud558\uba70 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub354\ubd88\uc5b4 \ucd5c\uace0 \uc131\ub2a5\uc758 \uba38\uc2e0\ub7ec\ub2dd API\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub420 \uc218 \uc788\uc5b4\uc57c \ud558\uba70, \uc774\ub97c \uc704\ud574 Scalable \ud55c \ubc31\uc5d4\ub4dc \ud50c\ub7ab\ud3fc\ub3c4 \ud568\uaed8 \uac1c\ubc1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. [\uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \uc2e0\uaddc \uc11c\ube44\uc2a4 PoC] \ud558\uc774\ud37c\ucee4\ub125\ud2b8\ub294 \uc81c\ud488\uc5d0 \uae30\uc5ec\ud558\ub294 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \uc5f0\uad6c \ubc0f \uac1c\ubc1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\ub0b4\uc5d0\uc11c \uac1c\ubc1c\ub41c \uc0c8\ub85c\uc6b4 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ube44\uc988\ub2c8\uc2a4 \uc784\ud329\ud2b8\ub97c \uce21\uc815\ud558\uae30 \uc704\ud574\uc11c\ub294 Proof of Concept(PoC)\uac00 \ud544\uc694\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc740\ub370, MLSE\ub294 PoC \ud504\ub85c\ub355\ud2b8\ub97c \uac1c\ubc1c\ud558\ub294 \uc5ed\ud560\uc744 \ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. PoC \ud504\ub85c\ub355\ud2b8 \uac1c\ubc1c\uc744 \ud1b5\ud574 \uac1c\ubc1c \uc0ac\uc774\ud074\uc744 \uc9e7\uac8c \uc904\uc774\uace0 \ub354 \ub9ce\uc740 \uc774\ud130\ub808\uc774\uc158\uc744 \ub3cc\uac8c \ud568\uc73c\ub85c\uc368, \ubaa8\ub378 \uac1c\uc120\uc774 \ub354 \ube60\ub974\uac8c \uc774\ub904\uc9c0\ub3c4\ub85d \ud569\ub2c8\ub2e4. Sr. Machine Learning Software Engineer\ub294, \uc704 4\uac00\uc9c0 \uc5c5\ubb34 \uc774\uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \uae30\uc220 \ud504\ub85c\uc81d\ud2b8\ub97c \ub9ac\ub529\ud558\uace0 \ube44\uc988\ub2c8\uc2a4 \uc9c0\ud45c\ub97c \uc0c1\uc2b9\uc2dc\ud0a4\uae30 \uc704\ud55c \uc791\uc5c5\ub4e4\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. Sr. MLSE\ub294 \ud300\uc758 \uc2dc\ub2c8\uc5b4\ub85c\uc11c \ud004\ub9ac\ud2f0 \ub192\uc740 \ucf54\ub4dc \ub9ac\ubdf0, \ud398\uc5b4 \ud504\ub85c\uadf8\ub798\ubc0d, \ud655\uc7a5\uc131 \uc788\ub294 \uc2dc\uc2a4\ud15c \uc124\uacc4, \ud300\uc5d0 \ubaa8\ubc94\uc774 \ub418\ub294 \uae30\uc220 \ubb38\uc11c \uc791\uc131, \uc548\uc815\uc131\uc744 \uc704\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c \uad6c\ucd95\ud558\ub294 \ub4f1\uc758 \uc791\uc5c5\uc5d0 \ucc45\uc784\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubc16\uc5d0\ub3c4, \ud300\uc758 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc5ed\ub7c9\uc744 \ud55c\uce35 \ub04c\uc5b4\uc62c\ub9ac\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \uc81c\uc548\ud558\uace0 \uc218\ud589\ud569\ub2c8\ub2e4. Sr. MLSE\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5 \uc774\uc678\uc5d0\ub3c4 \ud68c\uc0ac\uc758 \uc131\uc7a5\uc744 \uc704\ud574 \ub2e4\uc591\ud55c \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. Cross-team \ud504\ub85c\uc81d\ud2b8\uc5d0 \ucc38\uc5ec\ud558\uba74\uc11c \ub2e4\uc591\ud55c \ud300\uc758 \uad6c\uc131\uc6d0\ub4e4\uacfc \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\ud558\uc5ec \ud504\ub85c\uc81d\ud2b8\uc758 \uc131\uacf5\uc744 \uc774\ub04c\uc5b4 \ub098\uac11\ub2c8\ub2e4. \ud300\uc758 \uc8fc\ub2c8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \uc131\uc7a5\ud560 \uc218 \uc788\ub3c4\ub85d \ub2e4\uc591\ud55c \ubc29\uba74\uc73c\ub85c \uace0\ubbfc\ud558\uace0 \uae30\uc5ec\ud558\ub294 \uac83 \ub610\ud55c Sr. MLSE\uc758 \uc911\uc694\ud55c \uc5ed\ud560 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc9c0\uc6d0 \uc790\uaca9 \uae30\uc220 \ud504\ub85c\uc81d\ud2b8\ub97c \ub9ac\ub529\ud558\uace0, \ub2e4\ub978 \uc5d4\uc9c0\ub2c8\uc5b4\uc758 \uc131\uc7a5\uc744 \ub3c4\uc640\ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ub2e8\uae30\uc801/\uc7a5\uae30\uc801 \uad00\uc810\uc744 \ubaa8\ub450 \uace0\ub824\ud558\uc5ec \uc88b\uc740 \uae30\uc220 \uad00\ub828 \uc758\uc0ac\uacb0\uc815\uc744 \ud558\uc2e4 \uc218 \uc788\ub294 \ubd84 CS fundamentals (\uc6b4\uc601\uccb4\uc81c, \ucef4\ud4e8\ud130 \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98, \uc790\ub8cc\uad6c\uc870 \ubc0f \uc54c\uace0\ub9ac\uc998)\uc5d0 \ub300\ud55c \ud0c4\ud0c4\ud55c \uae30\ubcf8\uc9c0\uc2dd\uc744 \ubcf4\uc720\ud558\uc2e0 \ubd84 ML \ubaa8\ub378\uc744 \uc11c\ube44\uc2a4\uc5d0 \ubc30\ud3ec\ud558\uae30 \uc704\ud574, \uc5ec\ub7ec \uc9c1\uad70\uc758 \uc774\ud574\uad00\uacc4\uc790\uc640 \ud611\uc5c5\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ub2a5\ub825\uacfc \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc5ed\ub7c9\uc744 \uac16\ucd94\uc2e0 \ubd84 \uacf5\ub3d9\uc758 \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud574 \uc11c\ub85c \ud611\ub825\ud558\uace0 \uc11c\ub85c\uc5d0\uac8c \ub3c4\uc6c0\uc744 \uc694\uccad\ud560 \uc218 \uc788\ub294 \uae0d\uc815\uc801\uc774\uace0 \uc0c1\ud638 \uc874\uc911\ud558\ub294 \ud300\uc6cc\ud06c \uc790\uc138\ub97c \ubcf4\uc720\ud558\uc2e0 \ubd84 Java, Kotlin, Python, JavaScript, Go \uc911 \ud55c\uac00\uc9c0 \uc774\uc0c1 \uc5b8\uc5b4\uc5d0 \ub2a5\uc219\ud558\uace0, \uadf8 \uc678 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \ud559\uc2b5\ud558\uc5ec \uc0ac\uc6a9\uc774 \uac00\ub2a5\ud558\uc2e0 \ubd84 \ud559\uc704\ub098 \uad6d\uc801\uc740 \ubb34\uad00\ud569\ub2c8\ub2e4. \uc6b0\ub300 \uc0ac\ud56d \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5\ubd80\ud130 \uc11c\ube44\uc2a4 \ubc30\ud3ec\uae4c\uc9c0 \ud574\ubcf4\uc2e0 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ucd94\ucc9c, \uc0dd\uc131\ud615 AI \ub4f1 \ucd5c\uc2e0 ML \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c \ubc0f \ud504\ub85c\ub355\uc158 \uc6b4\uc601 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 AI \uae30\uc220\uc744 \ud1b5\ud569\ud558\uace0 \uc8fc\uc694 \uc9c0\ud45c\ub97c \uc720\uc758\ubbf8\ud558\uac8c \ud5a5\uc0c1\uc2dc\ucf1c \ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 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\ucd94\uc801 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ubc0f \uad00\ub9ac Data Infra \ube44\uc6a9 \ucd5c\uc801\ud654 ML\uc870\uc9c1\uacfc ML \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778 \ucd5c\uc801\ud654 \uc791\uc5c5 \uc9c0\uc6d0 \uc804\uc0ac DataOps Lifecycle\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ube44\ud6a8\uc728\uc801\uc778 \uc5c5\ubb34\ub97c \uc815\uc758\ud558\uace0 Automation \uc5c5\ubb34\ub97c \uc218\ud589 Market\uc5d0\uc11c \ub04a\uc784\uc5c6\uc774 \ucd9c\uc2dc\ud558\ub294 \ub2e4\uc591\ud55c Data Infra Platform \ub3c4\uad6c\ub4e4\uacfc \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uc5f0\uad6c \ubc0f PoC 5\ub144 \uc774\uc0c1\uc758 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc2e4\ubb34 \uacbd\ud5d8 RDBMS, NoSQL\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \uc774\ud574\uac00 \uc788\uc73c\uc2e0\ubd84 SQL\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\uc2e0\uc774 \ubd84\uc11d\ud558\uace0\uc790 \ud558\ub294 \uac83\uc744 \ub2a5\uc219\ud558\uac8c \uad6c\ud604 \uac00\ub2a5\ud558\uc2e0 \ubd84 Python\uc744 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Airflow(ETL)\uc5d0 \ub2a5\uc219\ud558\uace0 \ud2b8\ub7ec\ube14 \uc288\ud305\uc744 \uc8fc\ub3c4\uc801\uc73c\ub85c \ud574\uacb0\ud574 \ubcf4\uc2e0 \ubd84 \uc601\uc5b4\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ubbf8\ud305\uacfc \uba54\uc77c \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\uc774 \uac00\ub2a5\ud558\uc2e0 \ubd84 AWS, Google Cloud\ub4f1 \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc5d0 \ub300\ud574 \uc0ac\uc6a9 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 Terraform \ub4f1 IaC \ub3c4\uad6c\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uc778\ud504\ub77c \uad00\ub9ac\ub97c \uc218\ud589\ud574\ubcf4\uc2e0 \ubd84 \uc804\uc0ac\uc758 \ub2e4\uc591\ud55c \uc774\ud574\uad00\uacc4\uc790\ub4e4\uacfc \ud611\uc5c5\ud558\uace0 \ubcf5\uc7a1\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubb38\uc81c\ub97c \uc774\ud574\ud558\uae30 \uc27d\uac8c \uc804\ub2ec\ud560 \uc218 \uc788\ub294 \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ub2a5\ub825\uc744 \uac16\ucd94\uc2e0\ubd84", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/22251779", "isPrivate": false}, {"id": 24762064, "name": "Performance Marketing Manager (Tinder)", "location": "Seoul", "locations": ["Seoul"], "hot": 0, "department": "Hyperconnect", "business_unit": "Business", "t_update": 1725595636, "t_create": 1724832207, "ats_job_id": "af2845ab-e212-4639-8b1e-7030e442035c", "display_job_id": "af2845ab-e212-4639-8b1e-7030e442035c", "type": "ATS", "id_locale": "6763689326831603843-en", "job_description": "BA/BS degree or equivalent practical experience 6+ years of proven experience in the digital marketing field in the capacity of a Performance Marketing Specialist or a similar position. 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Overcome complex business challenges with uncertainties independently Understanding in all aspects of digital marketing (growth marketing, search marketing, social media, marketing automation, etc.) Experience in brand marketing (creative brief, creative assessment, partnership marketing, promotion, etc.) Data analysis and reporting using Excel/Sheets or SQL Proactive action and communication Fluent in English and Korean. Work with overseas teams/ agencies in English.", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/24910443", "isPrivate": false}, {"id": 19603478, "name": "Site Reliability Engineer", "location": "Seoul", "locations": ["Seoul"], "hot": 0, "department": "Hyperconnect", "business_unit": "Engineering", "t_update": 1725609968, "t_create": 1702954361, "ats_job_id": "ea0fc36d-3aa9-4198-9da1-0795dc45e769", "display_job_id": "ea0fc36d-3aa9-4198-9da1-0795dc45e769", "type": "ATS", "id_locale": "3221680823263421673-en", "job_description": "Platform Department \uc18c\uac1c Hyperconnect Platform Department\ub294 SRE\ud300, DevOps\ud300, Platform\uac1c\ubc1c\ud300, Data Engineering\ud300 \uad6c\uc131\uc6d0\ub4e4\uc774 \ubaa8\uc5ec Azar, Hakuna Live, Hyperconnect Enterprise \ub4f1 \uc804\uc0ac \ubaa8\ub4e0 \uc11c\ube44\uc2a4\uc5d0 \uc778\ud504\ub77c\uc640 \uacf5\ud1b5 \ud50c\ub7ab\ud3fc \uae30\uc220\uc744 \uc81c\uacf5\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \uc784\ud329\ud2b8\ub97c \ub9cc\ub4e4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uae30\uc220 silo\ud654\ub97c \ubc29\uc9c0\ud558\uace0 \uc804\uc0ac\uc801\uc73c\ub85c \ud6cc\ub96d\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubb38\ud654\ub97c \ub9cc\ub4e4\uc5b4\uac00\ub294\ub370 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Platform Department\uc5d0\uc11c\ub294 \uc774\ub807\uac8c \uc77c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \uac1c\ubc1c\ud300\uc5d0\uc11c \ud544\uc694\ud55c \uc778\ud504\ub77c\ub97c \ub2e8\uc21c\ud788 \uc0dd\uc131\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uacfc \uae30\uc220\uc801\uc778 \uc694\uad6c\uc0ac\ud56d\uc744 \ubaa8\ub450 \ud3ec\uad04\ud558\uc5ec \uc54c\ub9de\uc740 \uc2dc\uc2a4\ud15c \uc124\uacc4\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc804\uc0ac \uac1c\ubc1c\ud300 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ud544\uc694 \uc2dc \ub2e4\ub978 \uc9c1\uad70\uc758 \uc774\ud574\uad00\uacc4\uc790\uc640 \uc9c8\uc758 \uc751\ub2f5\uc744 \uc9c4\ud589\ud558\ub294 \uc804\ubc18\uc801\uc778 process\ub97c \ub9ac\ub529\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \uae30\uc220\uc801 \uc9c0\ud45c, \ub85c\uadf8 \ubc0f \uc18c\uc2a4\ucf54\ub4dc \ub4f1 \ub2e4\uc591\ud55c \uc815\ubcf4\ub97c \uc2a4\uc2a4\ub85c \ud0d0\uc0c9\ud558\uc5ec, \uac1c\ubc1c\ud300 \ub610\ub294 SRE/DevOps\ud300\uc758 \uc0ac\uac01\uc9c0\ub300\uc5d0 \uc704\uce58\ud55c \ubb38\uc81c\ub97c \ucc3e\uc544 \uc815\uc758\ud574\ub0b4\uace0 \ud574\uacb0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \uae30\ubcf8\uc801\uc778 \uc124\uacc4 \ubc29\ubc95 \ubc0f \ubaa8\ubc94 \uc0ac\ub840\uc5d0 \ub300\ud55c \ubb38\uc11c\ub97c \uc791\uc131\ud558\uc5ec, \uac1c\ubc1c\ud300\uc774\ub098 \ub2e4\ub978 SRE/DevOps\ud300 \ub3d9\ub8cc\uac00 \uc2a4\uc2a4\ub85c \ubb38\uc81c\ub97c \ud574\uacb0 \ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \ud604\uc7ac \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc548\uc8fc\ud558\uc9c0 \uc54a\uace0, \ubb38\uc81c\ub97c \ub354 \uc798 \ud574\uacb0 \ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc744 \ud0d0\uad6c\ud558\uc5ec \uc801\uadf9\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. SRE Team \uc18c\uac1c SRE\ud300\uc740 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc5d0\uc11c \uac1c\ubc1c\ub418\ub294 \ubaa8\ub4e0 \uc11c\ube44\uc2a4\ub97c \uc548\uc815\uc801\uc73c\ub85c \uc720\uc9c0\ud568\uc73c\ub85c\uc368 \uc0ac\uc6a9\uc790\ub4e4\uc774 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uac00 \uc81c\uacf5\ud558\ub294 \ud2b9\ubcc4\ud55c \uacbd\ud5d8\uc744 \ubd88\ud3b8 \uc5c6\uc774 \uc990\uae38 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \uc7a5\uc560 \ub300\uc751, \uc0ac\ud6c4 \ubd84\uc11d, \uc608\ubc29 \ud65c\ub3d9, \uc7a5\uc560 \ub300\uc751 \uba54\ub274\uc5bc \uac1c\uc120\uc758 \ud65c\ub3d9\uc744 \uc804\uc0ac\uc801\uc778 \uad00\uc810\uc5d0\uc11c \uad00\ub9ac\ud558\uace0, \uc11c\ube44\uc2a4\uac00 \uc548\uc815\uc801\uc73c\ub85c \uc81c\uacf5\ub420 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubaa8\ub4e0 \ud65c\ub3d9\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \\- \uac1c\ubc1c\ud300\uc758 \uc5b4\ub824\uc6c0\uc744 \ub2e4\uc591\ud55c \uacbd\ub85c\ub97c \ud1b5\ud574 \uc218\uc9d1\ud558\uace0, \ube44\uc988\ub2c8\uc2a4 \ubbf8\uc158\uc744 \ud568\uaed8 \ub2ec\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \uc801\uadf9\uc801\uc73c\ub85c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \\- \uc2dc\uc2a4\ud15c \uac00\uc6a9\uc131, \uc2e0\ub8b0\uc131, \ud655\uc7a5\uc131\uacfc \uad00\ub828\ub41c \ub2e4\uc591\ud55c \uc9c0\ud45c\ub4e4\uc744 \ubd84\uc11d\ud558\uace0 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc11c\ube44\uc2a4\ud300\uacfc \ud568\uaed8 \uc774\ub97c \uc810\uc9c4\uc801\uc73c\ub85c \uac1c\uc120\ud574\ub098\uac11\ub2c8\ub2e4. \\- \uac1c\ubc1c\uc790\ub4e4\uc774 Devops/SRE\uac00 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc798 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc801\uadf9\uc801\uc778 \uad50\uc721\uacfc \uac00\uc774\ub4dc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \\- \ubaa8\ub4e0 \uac1c\ubc1c\uc790\ub4e4\uc774 \ub450\ub824\uc6c0 \uc5c6\uc774 \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\uba70 \uc774\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc744 DevOps\ud300\uacfc \ud568\uaed8 \uad00\ub9ac\ud558\uace0 \uac1c\uc120\ud569\ub2c8\ub2e4. \ud300\uc5d0 \ud569\ub958\ud558\uc2e0\ub2e4\uba74, \\- AWS, K8S, Service mesh \ub4f1 \ud604\ub300\ud654\ub41c \ucef4\ud4e8\ud305 \ubc0f \ub124\ud2b8\uc6cc\ud06c \uc778\ud504\ub77c\ub97c \ubaa8\ub4e0 \uc11c\ube44\uc2a4\uc640 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uadf9\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\uace0 \uacbd\ud5d8\ud574\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \\- \ub2e8\uc21c\ud55c \uc778\ud504\ub77c \uad00\ub9ac \ubc0f \ud504\ub85c\ube44\uc800\ub2dd \uc9c0\uc6d0 \uc218\uc900\uc744 \ub118\uc5b4\uc11c, \ubc31\uc5d4\ub4dc \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \uae4a\uac8c \uae30\uc5ec \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \\- \uc2e4\uc2dc\uac04\uc131\uc774 \uc694\uad6c\ub418\ub294 \ube44\uc988\ub2c8\uc2a4 \ud2b9\uc131 \uc0c1 \uace0\uc131\ub2a5 / \uc800\uc9c0\uc5f0 \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uae4a\uc740 \uace0\ubbfc\uc744 \ud568\uaed8 \ud574\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \\- \uae00\ub85c\ubc8c \ud658\uacbd\uc5d0\uc11c\uc758 \ub300\uaddc\ubaa8 \uc778\ud504\ub77c, multi-products, B2B\uc640 B2C\ub97c \uc544\uc6b0\ub974\ub294 \ubcf5\uc7a1\ud55c production \ud658\uacbd\uc744 \uad00\ub9ac\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c know-how\uc640 best practice\ub4e4\uc744 \uacbd\ud5d8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. HyperLink \uc138\uc158\uc5d0\uc11c SRE\ud300\uc774 \uc5b4\ub5bb\uac8c \uc77c\ud558\uace0, \uc5b4\ub5a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uc138\uc694! \\- [HyperLink_DevOps] Session 3. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\ub97c \uc9c0\ud0f1\ud558\ub294 ML\uacfc Media \uc11c\ube44\uc2a4\ub97c 230\uac1c \uad6d\uac00\uc5d0 \uc11c\ube59\ud558\uae30 \\- [HyperLink_DevOps] Q&A Sessioin [\uc5c5\ubb34 \ub0b4\uc6a9] Public \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\uc758 \uace0\uac00\uc6a9\uc131 \uc2dc\uc2a4\ud15c \uc778\ud504\ub77c \uad6c\ucd95 \ubc0f \uc6b4\uc601 \\- AWS\ub85c \uad6c\uc131\ub41c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \uc11c\ubc84 \uc2dc\uc2a4\ud15c\uc758 \uc778\ud504\ub77c\ub97c \uad6c\ucd95\ud558\uace0 \uc6b4\uc601\ud569\ub2c8\ub2e4. \\- \ud074\ub77c\uc6b0\ub4dc \uc81c\uacf5\uc790\uac00 \uc81c\uacf5\ud558\ub294 \ucf58\uc194\uc5d0\uc11c \uc791\uc5c5\ud558\ub294 \uac83\ubcf4\ub2e4\ub294 \ucf54\ub4dc\ub85c\uc11c \uad00\ub9ac\ud558\ub294 \uac83\uc744 \uc120\ud638\ud558\uae30 \ub54c\ubb38\uc5d0 Terraform, Helm, ArgoCD \ub4f1\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc30\ud3ec\ub294 Spinnaker \uae30\ubc18 IDP(internal developer platform)\uc744 \ud1b5\ud574 Kubernetes \uae30\ubc18\uc758 \ucee8\ud14c\uc774\ub108 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c/\uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub85c\uae45, \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc790\ub3d9\ud654 \\- \uc548\uc815\uc801\uc778 \ub85c\uae45\uacfc \ubaa8\ub2c8\ud130\ub9c1\uc740 \uc11c\ube44\uc2a4 \uc548\uc815\uc131\uc758 \ud544\uc218\uc694\uc18c\uc785\ub2c8\ub2e4. Zabbix\uc640 Prometheus\ub97c \ud1b5\ud574 \ucd5c\ub300\ud55c \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774\ub3c4 \uc778\ud504\ub77c \ub9ac\uc18c\uc2a4\ub97c auto-discovery\ud558\uace0 \uc801\uc808\ud55c \uc54c\ub78c\uc774 \uc124\uc815\ub418\ub3c4\ub85d \uc544\ub984\ub2f5\uac8c \uc2dc\uc2a4\ud15c\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4. \\- OpenTelemetry\uc640 Elasticsearch\ub97c \uc801\uadf9\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec 300+\uac1c\uc758 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \uc774 \uacfc\uc815\uc5d0\uc11c \uc790\ub3d9\ud654 \ub3c4\uad6c\uac00 \ud544\uc694\ud558\ub2e4\uba74 \uc790\uccb4\uc801\uc73c\ub85c\ub3c4 \uac1c\ubc1c\ud558\uace0 \uc0ac\ub0b4\uc5d0 \uacf5\uc720\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \ub610\ud55c Grafana Mimir\ub97c \ud65c\uc6a9\ud558\uc5ec \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uaddc\ubaa8\uc758 \uc2dc\uacc4\uc5f4 \uba54\ud2b8\ub9ad \uad00\ub9ac \ubc0f \uc218\uc9d1\uc744 \uc548\uc815\uc801\uc73c\ub85c \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ube44\uc2a4 \uc7a5\uc560 \ub300\uc751 \ubc0f \ud3ec\uc2a4\ud2b8\ubaa8\ud140 \ubb38\ud654 \ub9ac\ub529 \\- \uc11c\ube44\uc2a4 \uac1c\ubc1c\ud300\uacfc \ud568\uaed8 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc801\uc808\ud55c \uc870\uce58\ub97c \ucde8\ud558\uace0, \uadf8\uc5d0 \ub300\ud55c \uadfc\ubcf8\uc801\uc778 \uc6d0\uc778 \ubd84\uc11d\uc744 \uc218\ud589\ud558\uc5ec \uc7ac\ubc1c\uc744 \ubc29\uc9c0\ud558\ub294 \uc804\ub7b5\uc744 \ud568\uaed8 \uacc4\ud68d\ud558\uace0 \uc218\ud589\ud569\ub2c8\ub2e4. \\- \ub610\ud55c, \uc774\ub7ec\ud55c \ubaa8\ub4e0 \ud65c\ub3d9\uc774 \uc804\uc0ac\uc801\uc73c\ub85c \uc798 \uc218\ud589\ub420 \uc218 \uc788\ub3c4\ub85d \ub2e4\uc591\ud55c \ud504\ub85c\uc138\uc2a4\uc640 \ub3c4\uad6c\ub97c \uac1c\ubc1c\ud558\uace0 \uc6b4\uc601\ud558\uba70, \uc774\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uace0 \ubc1c\uc804\uc2dc\ucf1c \ub098\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. SLO/SLI \uae30\ubc18 \uc11c\ube44\uc2a4 \uac1c\uc120 \ud3ec\uc778\ud2b8 \ubc0f \ubb38\uc81c\uc810 \ubc1c\uad74, \ucd5c\uc801\ud654 \\- \uc11c\ube44\uc2a4 \uc6b4\uc601 \uc911 \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\uc810\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uc11c\ube44\uc2a4\uc758 \uc131\ub2a5, \uc548\uc815\uc131, \ud655\uc7a5\uc131 \ub4f1 \ub2e4\uc591\ud55c \uce21\uba74\uc5d0\uc11c \uac1c\uc120\ud560 \uc218 \uc788\ub294 \ud3ec\uc778\ud2b8\ub098 \ubb38\uc81c\uc810\uc744 \ud30c\uc545\ud558\uace0 \uac1c\uc120\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \ud2b9\ud788, \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uc800\uc9c0\uc5f0/\uace0\uc131\ub2a5\uc758 \ucf54\uc5b4 \uc2dc\uc2a4\ud15c\uacfc \uae00\ub85c\ubc8c \ubbf8\ub514\uc5b4 \uc2dc\uc2a4\ud15c\uc5d0 \uc8fc\uc694\ud558\uac8c \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- \uc774\ub7ec\ud55c \uac1c\uc120 \uc791\uc5c5\uc5d0\ub294 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c, CDN/Network, Application \ucd5c\uc801\ud654, \uc2e0\uaddc \uc194\ub8e8\uc158 \ub3c4\uc785 \ub4f1 \ub2e4\uc591\ud55c \uae30\uc220 \uc601\uc5ed\uc744 \ud3ec\uad04\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e0\uae30\uc220 PoC \ubc0f \ud504\ub85c\ub355\uc158 \uc801\uc6a9 \\- \uc2e0\ub8b0\uc131 \ud5a5\uc0c1\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\ub4e4\uc744 \uc0c8\ub85c \uac1c\ubc1c\ud558\uac70\ub098 \uc5f0\uad6c\ud558\uc5ec \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \uc801\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c \uac1c\ubc1c\ub418\ub294 \ub3c4\uad6c\ub97c \uac1c\ubc1c\ud658\uacbd\uc5d0 \uc801\uadf9\uc801\uc73c\ub85c \uc801\uc6a9\ud558\uace0 \uc7a5\uc810\uacfc \ub2e8\uc810\uc5d0 \ub300\ud574 \uc758\ub17c\ud558\uba70, \ucca0\uc800\ud55c \uac80\uc99d\uc744 \ud1b5\ud574 \uc548\uc815\uc131\uc744 \uc720\uc9c0\ud558\uba74\uc11c \uc6b4\uc601 \ud658\uacbd\uc5d0 \uc801\uc6a9\ud569\ub2c8\ub2e4. \uc790\uaca9 \uc694\uac74 Linux \ubc0f Network\ub97c \uc911\uc2ec\uc73c\ub85c \ud558\ub294 CS \uc804\ubc18\uc5d0 \ub300\ud55c \uc774\ud574\uac00 \uc788\uc73c\uc2e0 \ubd84 Container \uae30\uc220 \uc804\ubc18\uc5d0 \ub300\ud55c \uc774\ud574\uac00 \uc788\uc73c\uc2e0 \ubd84 Python, Golang \ub4f1 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \uc0ac\uc6a9\ud55c \uae30\ubcf8\uc801\uc778 \uac1c\ubc1c\uc774 \uac00\ub2a5\ud55c \ubd84 AWS \ub4f1 public cloud \ud658\uacbd\uc5d0\uc11c Linux \uacc4\uc5f4 \uc11c\ubc84 \uad00\ub828 \uc2e4\ubb34 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ub2e4\uc591\ud55c \uc870\uc9c1\uacfc \ud611\uc5c5\uc5d0 \ud544\uc694\ud55c \ub6f0\uc5b4\ub09c \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \uc2a4\ud0ac\uacfc \ubb38\uc11c \uc815\ub9ac \ub2a5\ub825\uc744 \uac16\ucd94\uc2e0 \ubd84 \uc11c\ube44\uc2a4\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub2e4\uc591\ud55c \ubb38\uc81c\uc810\uc744 \uc778\uc9c0\ud558\uace0, \uc8fc\ub3c4\uc801\uc73c\ub85c \ud574\uacb0\ucc45\uc744 \uc81c\uc2dc\ud558\ub294 \ubd84 \uae30\uc220 \ud2b8\ub80c\ub4dc\ub97c \ub530\ub77c, \uc0c8\ub85c\uc6b4 \uae30\uc220\uc744 \ud559\uc2b5\ud558\ub294 \uac83\uc5d0 \uc990\uac70\uc6c0\uc744 \ub290\ub07c\uc2dc\ub294 \ubd84 \uc6b0\ub300 \uc0ac\ud56d Kubernetes\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \uc774\ud574 \ubc0f \uc2e4\ubb34 \uacbd\ud5d8 Infrastructure-as-a-Code \ub3c4\uad6c \uc0ac\uc6a9 \uacbd\ud5d8 \ubc0f \uc2e4\ubb34 \uacbd\ud5d8 Java/Kotlin, Spring Framework \uad00\ub828 \ubb38\uc81c \ud574\uacb0 \uacbd\ud5d8 \uc2e4\uc2dc\uac04 \uc2dc\uc2a4\ud15c/\ud655\uc7a5\uc131\uc774 \ub192\uc740 \uc2dc\uc2a4\ud15c\uc744 \uc6b4\uc601\ud574\ubcf8 \uacbd\ud5d8 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub2e4\uc591\ud55c \uc7a5\uc560\uc5d0 \ub300\ud55c \ud2b8\ub7ec\ube14\uc288\ud305 \uacbd\ud5d8 $ - $ a year None \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uac00 \ucc44\uc6a9\ud558\ub294 \ud3ec\uc9c0\uc158\uc5d0 \uc9c0\uc6d0\ud558\ub294 \uacbd\uc6b0, \uac1c\uc778\uc815\ubcf4 \ucc98\ub9ac\uc5d0 \uad00\ud558\uc5ec\uc11c\ub294 \ubcf8 \uac1c\uc778\uc815\ubcf4\ucc98\ub9ac\ubc29\uce68\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4: https://career.hyperconnect.com/privacy", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/19603478", "isPrivate": false}, {"id": 21775605, "name": "[\uc778\uc7ac\ud480 \ub4f1\ub85d] Client Engineering", "location": "Seoul", "locations": ["Seoul"], "hot": 0, "department": "Hyperconnect", "business_unit": "Engineering", "t_update": 1714618145, "t_create": 1712817009, "ats_job_id": "36dd1a1e-955d-4030-8423-9e584b2f0c55", "display_job_id": "36dd1a1e-955d-4030-8423-9e584b2f0c55", "type": "ATS", "id_locale": "543279403843838840-en", "job_description": "1. Feature \uc9c0\uc18d\uc801\uc778 \uae30\ub2a5 \ucd94\uac00\ub97c \ud569\ub2c8\ub2e4. \ub514\uc790\uc778, API, QA \ub4f1 \ub2e4\ub978 \uc9c1\ubb34\uc758 \ub3d9\ub8cc\ub4e4\uacfc \ud611\uc5c5\ud558\uba70 \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ucd5c\uc801\uc758 \ubc29\uc548\uc744 \ucc3e\uc544 \uad6c\ud604\ud569\ub2c8\ub2e4. \uc790\uc2e0\uc774 \uac1c\ubc1c\ud55c \uae30\ub2a5\uc5d0 \ub300\ud574\uc11c \ub2f4\ub2f9\uc744 \ud558\ub294 \ub3d9\uc2dc\uc5d0 \ub2e4\ub978 \ud300\uc6d0\ub4e4\uc5d0\uac8c \uad00\ub828 \ucf54\ub4dc\ub97c \uc804\ud30c\ud558\uc5ec, \uae30\ub2a5\ubcc4\ub85c weak code ownership \uc5d0\uc11c collective code ownership \uc73c\ub85c \ub118\uc5b4\uac08 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. 2. Code review \uc790\uc2e0\uc774 \uc791\uc131\ud55c \ucf54\ub4dc\uac00 \uc544\ub2c8\uc5b4\ub3c4 \uc11c\ub85c \uc774\ud574\ud558\uace0 \ud544\uc694\ud55c \uacbd\uc6b0 \ub204\uad6c\ub4e0 \uc218\uc815\ud560 \uc218 \uc788\ub3c4\ub85d, \uc0c1\uc2dc\uc801\uc778 Pull request \uae30\ubc18\uc758 \ucf54\ub4dc\ub9ac\ubdf0\ub97c \ud569\ub2c8\ub2e4. 3. Troubleshooting \ubc30\ud3ec\ub41c \uc81c\ud488\uc774 \uc6b0\ub9ac\uac00 \uae30\ub300\ud55c \ucf8c\uc801\ud55c \uacbd\ud5d8\uc744 \ub9cc\ub4e4\uace0 \uc788\ub294\uc9c0\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70, \ubb38\uc81c\uac00 \uc788\ub2e4\uba74 \ucd5c\ub300\ud55c \ube60\ub974\uac8c \ud574\uacb0\ud569\ub2c8\ub2e4. Crash-free session \uc744 \ucd5c\ub300\ud55c \ub192\uc774\uae30 \uc704\ud574 \uc0c1\uc2dc\uc801\uc778 \uc791\uc5c5\uc744 \ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \ub124\ud2b8\uc6cd/\uc5f0\uacb0 \uc9c0\ud45c\ub4f1\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc11c\ube44\uc2a4\uc758 \ub3d9\uc791\uc774 \uc608\uce21\uac00\ub2a5\ud55c \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4. 4. Architectural improvement \uc0c8\ub85c\uc6b4 \uae30\uc220\uc774\ub098 \ud328\ub7ec\ub2e4\uc784\uc744 \ub3c4\uc785\ud558\uc5ec \uc7a5\uae30\uc801\uc73c\ub85c \uc0dd\uc0b0\uc131\uc744 \ub192\uc77c \uc218 \uc788\ub2e4\uba74 \uc801\uadf9\uc801\uc73c\ub85c \uace0\ub824\ud569\ub2c8\ub2e4. \uc77c\uad00\uc131 \uc788\uace0 \uc608\uce21 \uac00\ub2a5\ud55c \uad6c\uc870, \ub354 \uc720\uc5f0\ud558\uace0 \uac15\ub825\ud55c \ub3c4\uad6c\ub4e4\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc804\uccb4 \ucf54\ub4dc\uc758 \uac00\ub3c5\uc131\uc744 \ub192\uc774\uace0 \uc758\ub3c4\uce58 \uc54a\uc740 \uc0ac\uc774\ub4dc\uc774\ud399\ud2b8\ub97c \uc904\uc785\ub2c8\ub2e4. \uc778\uc7ac\ud480 \uacf5\uace0\uc5d0\uc11c\ub294 \ubcc4\ub3c4\uc758 \uc11c\ub958 \ud569/\ubd88 \uc548\ub0b4\uac00 \uc774\ub8e8\uc5b4\uc9c0\uc9c0 \uc54a\ub294 \uc810 \uc591\ud574 \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4. Talent Pool \ub4f1\ub85d\uacfc \uad00\ub828\ud558\uc5ec \uad81\uae08\ud558\uc2e0 \uc810\uc740 \ud558\uc774\ud37c\ucee4\ub125\ud2b8 Talent Acquisition \ud300(career@hpcnt.com)\uc73c\ub85c \ubb38\uc758\ud574\uc8fc\uc138\uc694. NoneNone NoneNone $ - $ a year None \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uac00 \ucc44\uc6a9\ud558\ub294 \ud3ec\uc9c0\uc158\uc5d0 \uc9c0\uc6d0\ud558\ub294 \uacbd\uc6b0, \uac1c\uc778\uc815\ubcf4 \ucc98\ub9ac\uc5d0 \uad00\ud558\uc5ec\uc11c\ub294 \ubcf8 \uac1c\uc778\uc815\ubcf4\ucc98\ub9ac\ubc29\uce68\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4: https://career.hyperconnect.com/privacy", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/21775605", "isPrivate": false}, {"id": 22203760, "name": "Machine Learning Engineer", "location": "Seoul", "locations": ["Seoul"], "hot": 0, "department": "Hyperconnect", "business_unit": "AI/ML \uc9c1\uad70 \uc9d1\uc911\ucc44\uc6a9", "t_update": 1725429647, "t_create": 1714611346, "ats_job_id": "9ab7b604-0a12-4ef7-b9c1-66db63e4a38d", "display_job_id": "9ab7b604-0a12-4ef7-b9c1-66db63e4a38d", "type": "ATS", "id_locale": "6387603490200177454-en", "job_description": "\ud558\uc774\ud37c\ucee4\ub125\ud2b8 Machine Learning Engineer(ML Engineer)\ub294 \uc0ac\ub78c\uacfc \uc0ac\ub78c \uc0ac\uc774\ub97c \uc5f0\uacb0\ud558\ub294 \uc11c\ube44\uc2a4\uc5d0\uc11c, \uae30\uc874\uc758 \uae30\uc220\ub85c\ub294 \uc811\uadfc\ud558\uae30 \uc5b4\ub835\uc9c0\ub9cc \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud574 \ud480 \uc218 \uc788\ub294 \ubb38\uc81c\ub4e4\uc744 \ucc3e\uc544\ub0b4\uace0 \ud574\uacb0\ud558\uc5ec \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud601\uc2e0\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc601\uc0c1/\uc74c\uc131/\uc790\uc5f0\uc5b4/\ucd94\ucc9c \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc758 \uc218\ub9ce\uc740 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0, \ubaa8\ubc14\uc77c \ubc0f \ud074\ub77c\uc6b0\ub4dc \uc11c\ubc84\ub97c \ud1b5\ud574 \uc548\uc815\uc801\uc73c\ub85c \uc81c\uacf5\ud558\uba74\uc11c \ub9c8\uc8fc\ud558\ub294 \uc5f0\uad6c \uc8fc\uc81c\ub4e4\uc744 \ud480\uc5b4\ub0b4\uc5b4 \uc6b0\ub9ac\uac00 \ub9cc\ub4e4\uc5b4 \ub0b4\ub294 \uae30\uc220\uc774 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc758 \uc131\uc7a5\uc5d0 \uae30\uc5ec\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa9\ud45c \uc544\ub798 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc758 ML Engineer\ub294 \ud2f4\ub354, \ud78c\uc9c0, \uc544\uc790\ub974 \ub4f1 \ud558\uc774\ud37c\ucee4\ub125\ud2b8\ub97c \ube44\ub86f\ud55c \ub9e4\uce58\uadf8\ub8f9\uc758 \uc5ec\ub7ec \uc81c\ud488\ub4e4\uc5d0 \uae30\uc5ec\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\ub4e4\uc744 \uc218\ub144\uac04 \ubc1c\uc804\uc2dc\ucf1c \ub098\uac00\uace0 \uc788\uc73c\uba70, \uc774\ub807\uac8c \ucd95\uc801\ub41c \uae30\uc220\ub4e4\uc744 \ub2e4\uc591\ud55c \uae00\ub85c\ubc8c \ube44\uc988\ub2c8\uc2a4 \uc11c\ube44\uc2a4\uc5d0\ub3c4 \uc190\uc27d\uac8c \ud65c\uc6a9\ud558\uae30 \uc704\ud55c \ubc29\uc548\uc744 \uc5f0\uad6c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. ML Engineer\ub294 \ucd5c\ucca8\ub2e8\uc758 \ubaa8\ub378\uc744 \uc5f0\uad6c\ud558\uace0 \uac1c\uc120\ud558\ub294 \uacfc\ud559\uc790\ub85c\uc11c\uc758 \uc5f0\uad6c \ub2a5\ub825\uacfc, \ub9cc\ub4e4\uc5b4\uc9c4 \ubaa8\ub378\uc758 \uc2dc\uac04/\uacf5\uac04\uc801 \ubcf5\uc7a1\ub3c4\ub97c \uace0\ub824\ud574 \ucd94\ub860 \uc131\ub2a5\uc744 \uadf9\ud55c\uc73c\ub85c \ub04c\uc5b4\uc62c\ub9ac\ub294 \uacf5\ud559\uc790\ub85c\uc11c\uc758 \uac1c\ubc1c \ub2a5\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub7f0 \ub2a5\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c \uacaa\ub294 \ubb38\uc81c\ub97c \ubc1c\uacac/\uc815\uc758\ud558\uace0, \ubb38\uc81c\ud574\uacb0\uc744 \uc704\ud55c SotA \ubaa8\ub378\uc744 \uc7ac\ud604 \ub610\ub294 \uac1c\ubc1c\ud558\uace0, \ubaa8\ub378\uc744 \uc628\ub514\ubc14\uc774\uc2a4 \ubc0f \uc11c\ubc84 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uace0, \uc774\ud6c4 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub378\uc744 \uac1c\uc120\ud558\ub294 AI flywheel \uc744 \uad6c\ucd95\ud558\ub294 \ub4f1 \ub2e4\uc591\ud55c \uc5c5\ubb34\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubc31\uc5d4\ub4dc/\ud504\ub860\ud2b8\uc5d4\ub4dc/DevOps \uc5d4\uc9c0\ub2c8\uc5b4, \ub370\uc774\ud130 \ubd84\uc11d\uac00, PM \ub4f1 \ub2e4\uc591\ud55c \uc804\ubb38\uc870\uc9c1\uacfc \uc801\uadf9\uc801\uc73c\ub85c \ud611\uc5c5\ud558\uba70 \ub3c4\uc6c0\uc744 \ubc1b\uc2b5\ub2c8\ub2e4. \uc77c\ud558\ub294 \ubaa8\uc2b5\uc5d0 \ub300\ud55c \uc870\uae08 \ub354 \uc790\uc138\ud55c \uc774\uc57c\uae30\ub294 \ub2e4\uc74c\uc758 \ub0b4\uc6a9\uc744 \ucc38\uace0\ud558\uc2dc\uba74 \uc88b\uc2b5\ub2c8\ub2e4. AI in Social Discovery (Blending Research and Production) [How AI Lab Works] Head of AI - Shurain \uc778\ud130\ubdf0 \uc5f0\uad6c\uc758 \uacb0\uacfc\ubb3c\uc744 \uc815\ub9ac\ud558\uc5ec \ub17c\ubb38 \ud639\uc740 \ucf54\ub4dc\ub85c \uacf5\uac1c\ud558\ub294 \uac83 \ub610\ud55c \ud300 \ubaa9\ud45c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc81c\ud488\uc5d0 \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \ubaa9\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ub9cc\ub4e4\ub2e4 \ubcf4\uba74, \uae30\uc874 \uc5f0\uad6c\ub85c\ub294 \ubd80\uc871\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ubd80\uc871\ud55c \ubd80\ubd84\uc744 \ucc44\uc6b0\uae30 \uc704\ud574 \uc9c4\ud589\ub41c \uc5f0\uad6c\uc758 \uacb0\uacfc\ubb3c\uc744 \ud504\ub85c\uc81d\ud2b8 \ucc38\uc5ec\uc790\ub4e4\uc774 \ubaa8\ub450 \ud568\uaed8 \ud611\uc5c5\ud558\uc5ec \uc5f0\uad6c\uc758 \uc758\ubbf8 \uc788\ub294 \ubd80\ubd84\uc744 \uc815\ub3c8\ud558\uace0 \uac00\ub2a5\ud558\ub2e4\uba74 \ucf54\ub4dc\uc640 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc9c0\uae08\uae4c\uc9c0 \uc544\ub798\uc640 \uac19\uc740 \ub300\uc678\uc801 \uc5f0\uad6c \uc131\uacfc\ub97c \uac70\ub458 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. 2023\ub144 TiDAL: \ud6a8\uc728\uc801\uc778 \ud559\uc2b5 \uacfc\uc815\uc758 \ubaa8\ub378 \ud589\ub3d9\uc5d0 \uae30\ubc18\ud55c \uc561\ud2f0\ube0c \ub7ec\ub2dd \uae30\ubc95 ICCV 2023 \uac8c\uc7ac 2023\ub144 \ubaa8\ub354\ub808\uc774\uc158 \ud658\uacbd\uc5d0\uc11c \uc5ec\ub7ec \ubd84\ub958 \uae30\uc900\uc744 \ub3d9\uc2dc\uc5d0 \ub9cc\uc871\ud558\uae30 \uc704\ud55c \ubb38\ud131\uac12\uc744 \uc7a1\ub294 \uc5f0\uad6c WSDM 2023 \uac8c\uc7ac 2022\ub144 \ub300\ud654 \uc0dd\uc131\uc5d0\uc11c\uc758 \uc758\ubbf8\uc801 \ub2e4\uc591\uc131\uc744 \ub192\uc774\ub294 \uc5f0\uad6c EMNLP 2022 \uac8c\uc7ac 2022\ub144 \ub808\uc774\ube14 \ub178\uc774\uc988\uac00 \uc2ec\ud55c \ud658\uacbd\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95 ECCV 2022 \uac8c\uc7ac 2022\ub144 \ud0c0\uae43 \uce90\ub9ad\ud130\uc758 \uba87\uac00\uc9c0 \ubc1c\ud654\ub9cc\uc744 \uc774\uc6a9\ud558\uc5ec \ud0c0\uae43 \uce90\ub9ad\ud130\ub97c \ubaa8\ubc29\ud558\ub294 \ucc57\ubd07\uc5f0\uad6c NAACL 2022 \uac8c\uc7ac 2022\ub144 \ub300\ud654 \uc0dd\uc131 \ubaa8\ub378\uc5d0\uc11c \uc608\uc2dc\ub97c \ud65c\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ub192\uc774\ub294 \uc5f0\uad6c ACL 2022 Workshop \ubc1c\ud45c 2022\ub144 \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0\uc11c \uc624\ub514\uc624 \ubd84\ub958\ub97c \uc704\ud55c distillation \uae30\uc220 \uc5f0\uad6c ICASSP \uac8c\uc7ac 2021\ub144 \ud074\ub9ad\ub960 \uc608\uce21\uc744 \uc704\ud55c \uc911\uc694\ub3c4 \ubcf4\uc874\uc774 \uac00\ub2a5\ud55c \ud53c\uccd0 \uc815\uaddc\ud654 \uc5f0\uad6c ICDM Workshop Best Paper \uc218\uc0c1 2021\ub144 Tabular Learning \uae30\ubc18 \ud6a8\uc728\uc801\uc778 Click-Through Rate Prediction \ubaa8\ub378 ICLR 2021 Workshop \ubc1c\ud45c 2021\ub144 \ud6a8\uc728\uc801\uc778 Retriever\uae30\ubc18 Chatbot\uc744 \uc704\ud55c Large-Scale Generative \ubaa8\ub378 \ud65c\uc6a9 \uc5f0\uad6c EMNLP 2021 \uac8c\uc7ac 2020\ub144 Long-tailed Visual Recognition \ubb38\uc81c\ub97c Label distribution shift \uad00\uc810\uc5d0\uc11c \ud574\uacb0\ud558\ub294 \uae30\uc220 CVPR 2021 \uac8c\uc7ac 2020\ub144 \ud4e8\uc0f7 \ub7ec\ub2dd\uc744 \ud1b5\ud55c Text-to-Speech(TTS) \uae30\uc220 INTERSPEECH 2020 \uac8c\uc7ac 2019\ub144 \ud4e8\uc0f7 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc548\uba74 \uc7ac\ud604 \uae30\uc220 AAAI 2020 \uac8c\uc7ac 2019\ub144 \ubaa8\ubc14\uc77c\uc5d0\uc11c \ube60\ub974\uac8c \ub3d9\uc791\ud558\ub294 \ud0a4\uc6cc\ub4dc \uc2a4\ud31f\ud305 \ubaa8\ub378(TC-ResNet) INTERSPEECH 2019 \uac8c\uc7ac 2019\ub144 \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \uacbd\ub7c9 \uc774\ubbf8\uc9c0 \uc138\uadf8\uba58\ud14c\uc774\uc158 \ubaa8\ub378(MMNet) \uc544\uce74\uc774\ube0c \uc5c5\ub85c\ub4dc 2018\ub144 \uc800\uc804\ub825 \uc774\ubbf8\uc9c0 \uc778\uc2dd \ub300\ud68c (LPIRC) 2\ub4f1 ML \uc5f0\uad6c\uac00 \uc798 \uc9c4\ud589\ub418\uae30 \uc704\ud574\uc11c\ub294 \ub525\ub7ec\ub2dd \ud559\uc2b5\uc744 \uc704\ud55c \uc778\ud504\ub77c\ub3c4 \uc798 \uac16\ucd94\uc5b4\uc838\uc57c \ud569\ub2c8\ub2e4. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uc5d0\uc11c\ub294 ML Engineer\ub4e4\uc774 \ucda9\ubd84\ud788 \ubaa8\ub378 \uac1c\ubc1c \ubc0f \uc2e4\ud5d8\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc790\uccb4\uc801\uc778 \ub525\ub7ec\ub2dd \uc5f0\uad6c\uc6a9 \ud074\ub7ec\uc2a4\ud130\ub97c \uad6c\ucd95\ud558\uc5ec \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. DGX-A100 20\ub300\ub85c \uad6c\uc131\ub41c \ud074\ub7ec\uc2a4\ud130(\ucd1d 160\ub300\uc758 A100 GPU)\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c on-premise \uc7a5\ube44\ub4e4\uc744 \uc5f0\uad6c\uac1c\ubc1c\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd94\uac00\uc801\uc73c\ub85c, \ud504\ub85c\ub355\uc158\uc744 \uc704\ud55c \ud30c\uc774\ud504\ub77c\uc778, \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac\uc640 \uc11c\ube59\uc740 Kubeflow pipeline\uc744 \ube44\ub86f\ud558\uc5ec BigQuery \ub4f1\uc744 \uc801\uadf9 \ud65c\uc6a9 \uc911\uc785\ub2c8\ub2e4. \ub610, ML \ubaa8\ub378\uc758 \uc81c\ud488\ud654\ub97c \ub3c4\uc640\uc8fc\uc2e4 \ub2e4\uc591\ud55c Software Engineer(\ubc31\uc5d4\ub4dc/\ud504\ub860\ud2b8\uc5d4\ub4dc/DevOps/MLSE)\ubd84\ub4e4\uacfc \ud568\uaed8 \uc77c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5c5\ubb34 \ub0b4\uc6a9 \uc0ac\uc6a9\uc790\ub4e4\uc758 \ub9cc\uc871\uc2a4\ub7ec\uc6b4 \uacbd\ud5d8\uc744 \uc704\ud574 \ucf58\ud150\uce20\uac00 \uc5b4\ub5a4 \ub0b4\uc6a9\uc744 \ub2f4\uace0 \uc788\ub294\uc9c0\ub97c \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \uc5f0\uad6c \uac1c\ubc1c\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubaa8\ubc14\uc77c, \uc6f9 \ube0c\ub77c\uc6b0\uc800 \ubc0f \uc11c\ubc84 \ud658\uacbd\uc5d0\uc11c \uc601\uc0c1\uc774\ub098 \uc774\ubbf8\uc9c0, \uc74c\uc131 \ubc0f \uc790\uc5f0\uc5b4\ub85c \uad6c\uc131\ub41c \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub97c \ud568\uaed8 \ud480 \uc218 \uc788\ub294 \ubd84\ub4e4\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4(\uc778\ud130\ubdf0). \ubaa8\ubc14\uc77c, \uc6f9 \ube0c\ub77c\uc6b0\uc800 \ud658\uacbd\uc5d0\uc11c \uc9e7\uc740 latency\ub97c \uc720\uc9c0\ud558\uba74\uc11c\ub3c4 \ub192\uc740 \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\ub294 \uacbd\ub7c9 \ubaa8\ub378\uacfc \ucd5c\uc801\ud654\uc5d0 \ub300\ud55c \ubb38\uc81c Label noisiness\ub97c \uace0\ub824\ud558\uc5ec labeling \ud004\ub9ac\ud2f0\ub97c \ucd94\uc801 \ubc0f \uad00\ub9ac\ud558\ub294 \ubb38\uc81c \uc11c\ub85c \ub2e4\ub978 \ub3c4\uba54\uc778\uc5d0\uc11c \uc218\uc9d1\ub41c \ub370\uc774\ud130 \uac04\uc758 \ucc28\uc774\ub97c \uadf9\ubcf5\ud558\ub294 domain Adaptation \ubb38\uc81c Multi-task \ud639\uc740 multi-label \ubd84\ub958 \ubaa8\ub378\uc5d0 \ub300\ud55c \ubb38\uc81c Unlabeled \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud55c semi-supervised Learning, self-supervised Learning \ubb38\uc81c Multi-modal \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\ub294 \ubb38\uc81c \uc2a4\ud2b8\ub9bc\uc73c\ub85c \uc720\uc785\ub418\ub294 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub85c\uadf8\uc640 content understanding \uacb0\uacfc\uc5d0 \uae30\ubc18\ud55c \uc2e4\uc2dc\uac04 \uc774\uc0c1 \uc0ac\uc6a9\uc790(ex. \uc2a4\ud338/\uac00\uc9dc \uacc4\uc815)\ub97c \ud0d0\uc9c0\ud558\ub294 \ubb38\uc81c \ub610, \uc81c\ud488\uc5d0 \ud3ec\ud568\ub418\ub294 AI \uae30\uc220\uc744 \uc5f0\uad6c\ud558\uae30 \uc704\ud55c \ub178\ub825\ub4e4\ub3c4 \uafb8\uc900\ud788 \uc9c4\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c\ub294 Kaggle\uacfc \uac19\uc740 \uc815\uc81c\ub41c \ub370\uc774\ud130\uc14b\uc774 \uc874\uc7ac\ud558\uc9c0 \uc54a\uc73c\uba70, \ub300\ubd80\ubd84\uc758 \uacbd\uc6b0 \ub9e4\uc77c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \uc2dc\uc2a4\ud15c\uc5d0 \uc720\uc785\ub429\ub2c8\ub2e4. \uc5b4\uc81c\ubcf4\ub2e4 \uc624\ub298 \ub354 \ub098\uc740 \ubaa8\ub378\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 Flywheel\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574, \ud568\uaed8 \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \ubd84\ub4e4\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. Highly imbalanced \ub610\ub294 noisy label \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \ubc29\ubc95 Active learning\uc744 \ud1b5\ud55c \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ub77c\ubca8\ub9c1 \ubc29\ubc95 \ud639\uc740 \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc904\uc77c \uc218 \uc788\ub294 core-set selection \ubc29\ubc95 \uae30\uc874\uc5d0 deploy\ub41c \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\ud574\uc11c \uac1c\uc120\ud560 \uc218 \uc788\ub294 continual/life-long learning \ubc29\ubc95 \ubaa8\ub378 task \uc694\uad6c\uc0ac\ud56d\uc758 \ubcc0\ud654\uc640 \uc2e0\uaddc \uc11c\ube44\uc2a4\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 meta-learning \ubc29\ubc95 Large scale model\uc744 \ud559\uc2b5\ud558\uace0, \uc2e4\uc81c \uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0\uc11c \ucd08\ub2f9 \uc218\ubc31 \ub610\ub294 \uc218\ucc9c \uac1c\uc758 \uc785\ub825\uc744 \uc548\uc815\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud560 \uc218 \uc788\ub294 modeling, optimization, distillation \ubc29\ubc95 ML \ud504\ub85c\ub355\uc158 \ud504\ub85c\uc138\uc2a4\ub97c \ud601\uc2e0\ud558\uae30 \uc704\ud574 large language models\uc744 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95 \uc9c0\uc6d0 \uc790\uaca9 AI/ML\uc5d0 \ub300\ud55c \uae30\ubcf8 \uc9c0\uc2dd\uacfc \uc801\uc5b4\ub3c4 \ud55c \uac1c \uc774\uc0c1\uc758 \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub300\ud55c \uae4a\uc774 \uc788\ub294 \uc9c0\uc2dd\uc744 \uac16\ucd94\uace0, \uad00\ub828 \ud504\ub85c\uc81d\ud2b8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 AI \uae30\uc220\uc758 \uc11c\ube44\uc2a4\ud654\uc5d0 \uad00\uc2ec\uc774 \ub9ce\uc73c\uc2e0 \ubd84 Tensorflow, PyTorch, CatBoost, JAX \ub4f1 \uc624\ud508\uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c \uae30\ubc18 \uac1c\ubc1c\uc5ed\ub7c9\uc744 \ud3ec\ud568\ud55c \ud30c\uc774\uc36c \uac1c\ubc1c\uc5ed\ub7c9\uc774 \ucda9\ubd84\ud558\uc2e0 \ubd84 ML \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0 \uc11c\ube44\uc2a4\uc5d0 \ubc30\ud3ec\ud558\uae30\uae4c\uc9c0 \ud544\uc694\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc5ed\ub7c9\uc744 \uac16\ucd94\uc2e0 \ubd84 Exploratory Data Analysis(EDA)\ub97c \ud1b5\ud574, \ub370\uc774\ud130\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uacfc \ud328\ud134\uc744 \ubc1c\uacac\ud558\uace0 \uc774\ub97c ML \ubaa8\ub378\uc5d0 \ubc18\uc601\ud558\uc2e4 \uc218 \uc788\ub294 \ubd84 \uad6c\ud604\uccb4\uac00 \uacf5\uac1c\ub418\uc9c0 \uc54a\uc740 \ub17c\ubb38\uc744 \uc77d\uace0 \uc774\ub97c \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \uad6c\ud604\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uc2e0 \ubd84 \uacf5\uac1c\ub41c \ubca4\uce58\ub9c8\ud06c \ub370\uc774\ud130 \uc14b\uc744 \uc774\uc6a9\ud574 \ubaa8\ub378\uc758 \ud14c\uc2a4\ud2b8 \uc131\ub2a5\uc744 \uc62c\ub9ac\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ubaa8\ub378\ub9c1\uc744 \ud574\ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ud559\uc704\ub098 \uad6d\uc801\uc740 \ubb34\uad00\ud569\ub2c8\ub2e4. \uc6b0\ub300 \uc0ac\ud56d \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 AI \uae30\uc220\uc744 \ud1b5\ud569\ud558\uace0 \uc8fc\uc694 \uc9c0\ud45c\ub97c \uc720\uc758\ubbf8\ud558\uac8c \ud5a5\uc0c1\uc2dc\ucf1c \ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uae30\uacc4\ud559\uc2b5 \uad00\ub828 \ud559\ud68c \ubc0f \uc800\ub110 \uac8c\uc7ac \uc2e4\uc801 \ud639\uc740 AI \uad00\ub828 \ub300\ud68c \uc218\uc0c1 \uc2e4\uc801\uc774 \uc788\uc73c\uc2e0 \ubd84 \ud074\ub77c\uc774\uc5b8\ud2b8(Android, iOS) \ud639\uc740 \ubc31\uc5d4\ub4dc \uac1c\ubc1c \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 AI/ML \ub3c4\uba54\uc778 \uc804\ubc18\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \uac16\ucd94\uc2e0 \ubd84 A/B \ud14c\uc2a4\ud2b8 \uc2e4\ud5d8 \uae30\ud68d \ubc0f \ud0c0\uac9f KPI \uc9c0\ud45c\ub97c \uc815\uc758\ud558\uace0, SQL\uae30\ubc18 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc9c4\ud589\ud55c \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 On-device ML \uc5f0\uad6c \ubc0f \ubc30\ud3ec \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc758 \uc790\ub3d9\ud654 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 (\uc608: AutoML, Hyperparameter optimization, \ub370\uc774\ud130 \ubc0f \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131 \ub4f1) $ - 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