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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 \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 \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 Engineer\ub294 \ud06c\uac8c \ub2e4\uc74c\uacfc \uac19\uc740 3\uac00\uc9c0 \ubd84\uc57c \uc911 \ud55c \uac00\uc9c0 \ubd84\uc57c\uc5d0\uc11c \uc5c5\ubb34\ub97c \uc218\ud589\ud558\uac8c \ub429\ub2c8\ub2e4. [Recommendation] \uc81c\ud488\uc5d0 \ud3ec\ud568\ub418\ub294 \ub2e4\uc591\ud55c \ucd94\ucc9c \ubb38\uc81c\ub97c \ud574\uacb0\ud568\uc73c\ub85c\uc368 \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c \ubcf4\ub2e4 \ub098\uc740 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud558\uace0, \uad81\uadf9\uc801\uc73c\ub85c \uc7a5\uae30 \ub9e4\ucd9c \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud569\ub2c8\ub2e4. \ud568\uaed8 \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud560 \uc218 \uc788\ub294 \ubd84\ub4e4\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4(\uc2a4\ucffc\ub4dc \uc778\ud130\ubdf0). \uc2e0\uaddc \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc88b\uc740 \uacbd\ud5d8\uc744 \uc8fc\uae30 \uc704\ud55c cold-start \ucd94\ucc9c \ubb38\uc81c(session-based recommendation, graph-based recommendation, contextual bandit\uacfc \uac19\uc774 few-shot \ub370\uc774\ud130\ub9cc\uc73c\ub85c\ub3c4 \uc0ac\uc6a9\uc790\uc758 \uc120\ud638\ub97c \ud30c\uc545\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c, \uc2e0\uaddc \uc0ac\uc6a9\uc790\uc5d0 \ub300\ud55c \ub370\uc774\ud130\uac00 \ubd80\uc871\ud560 \ub54c \uc2e0\uaddc \uc0ac\uc6a9\uc790\uc5d0 \ub300\ud55c \ucd94\ucc9c \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \ud559\uc2b5 \ubc29\ubc95 \ub4f1) \uc591\ucabd \uc0ac\uc6a9\uc790\uac00 \ubaa8\ub450 \ub9cc\uc871\ud560 \uc218 \uc788\ub294 \uc0c1\ud638(reciprocal) \ucd94\ucc9c \ubb38\uc81c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubcc0\uacbd\ub418\ub294 \ucd94\ucc9c \ud6c4\ubcf4\uad70\uc5d0 \ub300\ud574 \ub9e4\uc6b0 \ube60\ub978 \uc2dc\uac04 \uc548\uc5d0 \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 real-time \ucd94\ucc9c \ubb38\uc81c (session-based recommendation, graph-based recommendation, reinforcment learning,  ) \uc5ec\ub7ec \ubaa9\ud45c \uc9c0\ud45c\ub4e4 \uc0ac\uc774\uc758 trade-off\ub97c \uace0\ub824\ud558\ub294 \ucd94\ucc9c \ubb38\uc81c \uc7a5\uae30 \uc9c0\ud45c\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 1\ucc28 \ubaa9\ud45c \uc9c0\ud45c\ub97c \ucc3e\ub294 \ubb38\uc81c [Trust & Safety] \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 \uc774\ub97c \uc774\ud574\ud558\ub294 \ub2e4\uc591\ud55c \uae30\uc220 \ubc0f \uc774\ub7ec\ud55c \uc815\ubcf4\ub97c \ud65c\uc6a9\ud558\ub294 \uc5f0\uad6c \uac1c\ubc1c\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc601\uc0c1\uc774\ub098 \uc74c\uc131 \ubc0f \uc790\uc5f0\uc5b4\ub85c \uad6c\uc131\ub41c \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544\ub4e4\uc5ec \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub97c \ud568\uaed8 \ud480 \uc218 \uc788\ub294 \ubd84\ub4e4\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4(\uc2a4\ucffc\ub4dc \uc778\ud130\ubdf0). \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0\uc11c \ube60\ub978 \uc18d\ub3c4\ub97c \ub0bc \uc218 \uc788\ub294 \uacbd\ub7c9 \ubaa8\ub378\uacfc \ucd5c\uc801\ud654\uc5d0 \ub300\ud55c \ubb38\uc81c \ud6a8\uc728\uc801\uc774\uace0 label\uc758 \uc911\uc694\ub3c4\ub97c \uc870\uc808\ud560 \uc218 \uc788\ub294 multi-task \ud639\uc740 multi-label \ubaa8\ub378\uc5d0 \ub300\ud55c \ubb38\uc81c Partial 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 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 [Generative AI] \ub2e4\uc591\ud55c \uc0dd\uc131\ud615 AI \uc5f0\uad6c \uac1c\ubc1c\uc744 \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c \uc774\uc804\uc5d0 \uc5c6\ub358 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc11c\ube44\uc2a4 \ub0b4\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub4e4\uc774 \uac1c\uc778\ud654\ub41c \ucee8\ud150\uce20\ub97c \uc27d\uac8c \uc0dd\uc131\ud558\uace0 \uc790\uae30 \ud45c\ud604\uc744 \ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\ub97c \ub9cc\ub4e4\uba70, \uc0dd\uc131\ud615 AI\ub97c \ud65c\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4. \uc774\ub97c \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(\uc2a4\ucffc\ub4dc \uc778\ud130\ubdf0). \uc0ac\uc6a9\uc790\uac00 \uc6d0\ud558\ub294 \ub300\uc0c1\uc758 \uc774\ubbf8\uc9c0\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \uac1c\uc778\ud654\ub41c \uc774\ubbf8\uc9c0 \uc0dd\uc131 \ubaa8\ub378 \uac1c\ubc1c \ub300\uaddc\ubaa8 \uc5b8\uc5b4\ubaa8\ub378(Large Language Model)\uc744 \ud65c\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud53c\uccd0 \uac1c\ubc1c, \uc774\ub97c \uc704\ud55c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \ud559\uc2b5, \ud29c\ub2dd \ubc0f \uc11c\ube59 \ud070 \uaddc\ubaa8\uc758 \uc0dd\uc131\ud615 \ubaa8\ub378\uc774 \ub300\uc6a9\ub7c9 \ud2b8\ub798\ud53d\uc744 \uc548\uc815\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ubaa8\ub378 \uac1c\ubc1c \ubc0f \ucd5c\uc801\ud654 \uc0dd\uc131\ud615 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc11c\ube44\uc2a4 \ub0b4 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc5f0\uad6c\uc640 \uace0\ubbfc [\uacf5\ud1b5] \uacf5\ud1b5\uc801\uc73c\ub85c, \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 \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 \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 \uae30\uacc4\ud559\uc2b5\uacfc \ub525\ub7ec\ub2dd\uc5d0 \ub300\ud55c \uc804\ubb38 \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 \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 \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 \uc601\uc5b4\uc5d0 \ub2a5\ud1b5\ud558\uc2e0 \ubd84 $ - $ a year None \ubcf5\ub9ac\ud6c4\uc0dd \ud558\uc774\ud37c\ucee4\ub125\ud2b8\ub294 \uac1c\uc778\uc758 \uc0b6\uc774 \ub9cc\uc871\uc2a4\ub7ec\uc6cc\uc57c \ud68c\uc0ac\uc5d0\uc11c\ub3c4 \ub9cc\uc871\uac10\uc744 \ucc3e\uc744 \uc218 \uc788\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \uc9c4\uc9dc \uc911\uc694\ud55c \uc77c\uc5d0\ub9cc \uc9d1\uc911\ud560 \uc218 \uc788\ub294 \uae30\uc5c5\ubb38\ud654\uc640 \ub2e4\uc591\ud55c \ubcf5\ub9ac\ud6c4\uc0dd\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\uc2dc\ud0a4\uba70 \ud558\uc774\ud37c\ucee4\ub125\ud130\uc758 \uac74\uac15\uacfc \uc0b6, \uadf8\ub9ac\uace0 \ud589\ubcf5\ud55c \ud68c\uc0ac\uc0dd\ud65c\uc744 \uc704\ud574 \ub178\ub825\ud569\ub2c8\ub2e4. Work \uc5c5\ubb34\uc5d0 \ubab0\uc785\ud560 \uc218 \uc788\ub3c4\ub85d \uc544\ub08c\uc5c6\uc774 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ud558\uc774\ube0c\ub9ac\ub4dc \uadfc\ubb34\uc81c \uc6d0\uaca9\uacfc \uc624\ud53c\uc2a4 \uadfc\ubb34\uc758 \uc7a5\uc810\uc744 \ub2f4\uc544 \uadfc\ubb34\uc7a5\uc18c \uc790\uc728 \uc120\ud0dd (\uc8fc2\ud68c \uc870\uc9c1\ub2e8\uc704 \ucd9c\uadfc \ud544\uc218) DIY\uadfc\ubb34\uc81c \uadfc\ubb34/\ud734\uac8c \uc2dc\uac04 \uc790\uc728 \uacc4\ud68d (1\uac1c\uc6d4 \ub2e8\uc704 \uc18c\uc815\uadfc\ub85c\uc2dc\uac04 \ub0b4) \ubd88\ud544\uc694\ud55c \uc57c\uadfc/\uc8fc\ub9d0\uadfc\ubb34 \uc9c0\uc591 \ucd5c\uace0\uc758 \uc624\ud53c\uc2a4 \uc774\ub3d9\uc774 \ud3b8\ub9ac\ud55c \uc704\uce58 (2\ud638\uc120 \uc0bc\uc131/9\ud638\uc120 \ubd09\uc740\uc0ac\uc5ed\uc744 \uc787\ub294 \ub354\ube14 \uc5ed\uc138\uad8c)\uc544\uc148\ud0c0\uc6cc \ub0b4 \ucf8c\uc801\ud55c \uadfc\ubb34\uacf5\uac04 \uace0\uc131\ub2a5 \ucd5c\uc2e0 \uc7a5\ube44 \ucd5c\uace0 \uc218\uc900\uc758 \uc5c5\ubb34\uc6a9 \uc7a5\ube44 \uc81c\uacf5 \ucd5c\uc2e0 \uae30\uc220 \ud65c\uc6a9\uc5d0 \uc801\uadf9 \ud22c\uc790 Life \uc0dd\ud65c\uc5d0 \uac78\ub9bc\ub3cc\uc774 \ub420 \uc218 \uc788\ub294 \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\uace0\uc790 \ub178\ub825\ud569\ub2c8\ub2e4. \uc0ac\ub0b4 \uce74\ud398(Hypresso) \uc6b4\uc601 \ubc14\ub9ac\uc2a4\ud0c0 \uc0c1\uc8fc, \uc218\uc81c \uc74c\ub8cc \ubc0f \ubca0\uc774\ucee4\ub9ac \ubb34\ub8cc \uc774\uc6a9 \uc2dd\uc0ac \ubc0f \uac04\uc2dd \uc9c0\uc6d0 \uc544\uce68(\uae40\ubc25 \ub4f1 \uac04\ud3b8\uc2dd), \uc810\uc2ec/\uc800\ub141(\uc57c\uadfc \uc2dc) \uc2dd\ub300 \uc9c0\uc6d0, \ud3b8\uc758\uc810\uae09 \uc2a4\ub0b5\ubc14 \uc0c1\uc2dc \uc6b4\uc601 \ub2e8\uccb4\ubcf4\ud5d8 \uac00\uc785 \ubc0f \uac74\uac15\uac80\uc9c4 \uc9c0\uc6d0 \uc9c1\uc6d0 \ub2e8\uccb4\ubcf4\ud5d8 \ubc0f \uc5f0 1\ud68c \uac74\uac15\uac80\uc9c4 \uc81c\uacf5 (\uc804\uc561 \ud68c\uc0ac \ubd80\ub2f4) \uae30\uc219\uc0ac \uc9c0\uc6d0 \uc6d0\uac70\ub9ac \uac70\uc8fc\uc790 \ub300\uc0c1 \uae30\uc219\uc0ac \uc9c0\uc6d0 (\uc785\uc8fc \uc694\uac74 \ub9cc\uc871 \uc2dc) \uc0ac\ub0b4 \ub300\ucd9c \uc9c0\uc6d0 \uc0dd\ud65c \uc548\uc815 \uc704\ud55c \uc800\uae08\ub9ac \ub300\ucd9c \uc9c0\uc6d0 (\uadfc\uc18d\uae30\uac04 \ucda9\uc871 \uc2dc) \uacbd\uc870\uae08/\uacbd\uc870\ud734\uac00 \uc9c0\uae09 \uacbd\uc870\ud734\uac00, \uacbd\uc870\uae08 \ubc0f \ud654\ud658 \uc9c0\uc6d0 \uba85\uc808 \uc120\ubb3c \uc9c0\uae09 30\ub9cc \uc6d0 \uc0c1\ub2f9\uc758 \uc120\ubb3c \uc81c\uacf5 Growth \uac1c\uc778\uc758 \ucee4\ub9ac\uc5b4 \uc131\uc7a5\uc774 \ud68c\uc0ac\uc758 \uc131\uc7a5\uc73c\ub85c\ub3c4 \uc774\uc5b4\uc9c4\ub2e4\ub294 \ubbff\uc74c\uc73c\ub85c \uac1c\uc778\uc758 \uc131\uc7a5\uc744 \uc804\ud3ed\uc801\uc73c\ub85c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ub6f0\uc5b4\ub09c \ub3d9\ub8cc\ub4e4\uacfc \ud611\uc5c5 \uc804 \uc138\uacc4 22\uac1c\uad6d \uc774\uc0c1\uc5d0\uc11c \ubaa8\uc778 \uae00\ub85c\ubc8c \ub3d9\ub8cc\ub4e4\uacfc \ud611\uc5c5\ud558\uba70 \uc131\uc7a5 \uae00\ub85c\ubc8c \uc11c\ube44\uc2a4 \uacbd\ud5d8 \uac00\uce58\ub97c \uc778\uc815\ubc1b\uc740 \uae00\ub85c\ubc8c \uc11c\ube44\uc2a4\ub85c \uc9c4\uc815\ud55c \uae00\ub85c\ubc8c \ub178\ud558\uc6b0\ub97c \uacbd\ud5d8 \uc678\uad6d\uc5b4 \uad50\uc721 \uc9c0\uc6d0 \uc0ac\uc678 \uc678\uad6d\uc5b4 \ud559\uc2b5 \ube44\uc6a9 \uc9c0\uc6d0 \uc9c1\ubb34 \uad00\ub828 \uad50\uc721 \uc9c0\uc6d0 \uae00\ub85c\ubc8c \uc628\ub77c\uc778 \uad50\uc721 \ud50c\ub7ab\ud3fc Udemy \ubb34\ub8cc \uc774\uc6a9, \uc9c1\ubb34 \uad00\ub828 \ucd5c\uc2e0 \uc138\ubbf8\ub098/\ucee8\ud37c\ub7f0\uc2a4 \ucc38\uac00 \ube44\uc6a9 \uc804\uc561 \uc9c0\uc6d0, \uc9c1\ubb34 \uad00\ub828 \uc0ac\uc678\uad50\uc721 \ube44\uc6a9 \uc9c0\uc6d0 \ub3c4\uc11c \uc9c0\uc6d0 \uc5ed\uc0ac/\uc778\ubb38/\uc778\ubb3c/\uc790\uae30\uacc4\ubc1c/\uc790\uc5f0\uacfc\ud559/\uacbd\uc81c\uacbd\uc601/IT\ubaa8\ubc14\uc77c \uad00\ub828 \ub3c4\uc11c \ubb34\uc81c\ud55c \uc2e0\uccad \uac00\ub2a5 Refresh \ucda9\ubd84\ud55c \ud734\uc2dd\uacfc \uc7ac\ucda9\uc804\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ud734\uc2dd \uacf5\uac04 1\ub9cc \uad8c \uc774\uc0c1\uc758 \ub9cc\ud654\ucc45, \uac8c\uc784\uae30, \ub2f9\uad6c\ub300, \uba40\ud2f0\ub8f8 \ub4f1\uc744 \uac16\ucd98 \ud3b8\uc548\ud55c \ud734\uc2dd \uacf5\uac04 \ubcf4\uc720 \ud5ec\uc2a4\ud0a4\ud37c \uc804\ubb38 \uc548\ub9c8\uc0ac\uc758 \ub9c8\uc0ac\uc9c0\ub97c \ubc1b\uc744 \uc218 \uc788\ub294 \ud790\ub9c1\uc874 \uc6b4\uc601 \uc0ac\ub0b4 \ucee4\ubba4\ub2c8\ud2f0 \ud65c\ub3d9 \uac01\uc885 \ub3d9\ud638\ud68c \ud65c\ub3d9 \uc9c0\uc6d0 \uc7a5\uae30\uadfc\uc18d \ud734\uac00\ub9e4 3\ub144 \uadfc\uc18d \uc2dc \ud734\uac00(10\uc77c) \ubc0f \ud734\uac00\ube44(200\ub9cc \uc6d0) \uc81c\uacf5 \uc0dd\uc77c \ucd95\ud558 \ubcf8\uc778 \uc0dd\uc77c \uc120\ubb3c(\uc0c1\ud488\uad8c 20\ub9cc \uc6d0) \ubc0f \uc0dd\uc77c \ubc18\ucc28 \uc81c\uacf5, \uac00\uc871 \uc0dd\uc77c \ubc18\ubc18\ucc28 \uc81c\uacf5(\ubd80\ubaa8/\ubc30\uc6b0\uc790/\uc790\ub140) \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uac00 \ucc44\uc6a9\ud558\ub294 \ud3ec\uc9c0\uc158\uc5d0 \uc9c0\uc6d0\ud558\ub294 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