{"id":25245,"date":"2024-10-26T09:53:18","date_gmt":"2024-10-26T09:53:18","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25245"},"modified":"2024-11-26T08:02:25","modified_gmt":"2024-11-26T08:02:25","slug":"%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-%eb%a8%b8%ec%8b%a0-%eb%9f%ac%eb%8b%9dmachine-learning-%ea%b0%9c%ec%9a%94","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25245\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04\uc758 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ub2e4\ub8e8\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. NLP\uc758 \ubaa9\ud45c\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uacfc\uac70\uc5d0\ub294 \uc8fc\ub85c \uaddc\uce59 \uae30\ubc18 \uc811\uadfc\ubc95\uc774 \uc0ac\uc6a9\ub418\uc5c8\uc73c\ub098, \ucd5c\uadfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uc811\uadfc \ubc29\uc2dd\uc774 \uc9c0\ubc30\uc801\uc778 \uc544\uc774\ub514\uc5b4\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uad6c\uc131 \uc694\uc18c, \ubc29\ubc95\ub860, \uadf8\ub9ac\uace0 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uac1c\uc694\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n<p>\uba38\uc2e0 \ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\ub3c4\ub85d \ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning)<\/strong>: \uc785\ub825 \ub370\uc774\ud130\uc640 \uc815\ub2f5(\ub77c\ubca8)\uc774 \uc8fc\uc5b4\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \ubaa8\ub378\uc774 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ud68c\uadc0 \ubc0f \ubd84\ub958 \ubb38\uc81c\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning)<\/strong>: \uc815\ub2f5 \uc5c6\uc774 \uc785\ub825 \ub370\uc774\ud130\uc758 \ud328\ud134\uc774\ub098 \uad6c\uc870\ub97c \ubc1c\uacac\ud558\uae30 \uc704\ud55c \ubc29\ubc95\uc73c\ub85c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub098 \ucc28\uc6d0 \ucd95\uc18c\uc5d0 \uc774\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uac15\ud654 \ud559\uc2b5(Reinforcement Learning)<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\uc744 \ud1b5\ud574 \ubcf4\uc0c1\uc744 maximization\ud558\uae30 \uc704\ud574 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ub9ce\uc740 \uac8c\uc784 \ubc0f \ub85c\ubcf4\ud2f1\uc2a4 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uba38\uc2e0 \ub7ec\ub2dd\uc758 \uac15\ub825\ud55c \ub2a5\ub825 \ub355\ubd84\uc5d0 \uc6b0\ub9ac\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub85c\ubd80\ud130 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud3ec\ucc29\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \uc5b8\uc5b4\uc801 \ud328\ud134\uc744 \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \ub370 \uc788\uc5b4 \uba38\uc2e0 \ub7ec\ub2dd \uae30\ubc95\uc740 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. \ub525 \ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc758 \ub2e4\uce35 \uad6c\uc870\ub97c \ud65c\uc6a9\ud558\uc5ec \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ubc1c\uacac\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub525 \ub7ec\ub2dd\uc740 \ud2b9\ud788 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c(Feature Extraction)<\/strong>: \uc804\ud1b5\uc801\uc778 \uba38\uc2e0 \ub7ec\ub2dd \uae30\ubc95\uc5d0\uc11c\ub294 \uc218\uc791\uc5c5\uc73c\ub85c \ud2b9\uc9d5\uc744 \uc120\ud0dd\ud574\uc57c \ud588\uc9c0\ub9cc, \ub525 \ub7ec\ub2dd\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uc790\ub3d9\uc73c\ub85c \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub300\ub7c9\uc758 \ub370\uc774\ud130 \ucc98\ub9ac<\/strong>: \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec, \uc790\uc5f0\uc5b4\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc131\ub2a5 \ud5a5\uc0c1<\/strong>: \ub525 \ub7ec\ub2dd\uc740 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \ud1b5\ud574 \ub192\uc740 \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\uba74\uc11c\ub3c4 \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc720\uc5f0\ud558\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.1 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uc720\ud615<\/h3>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc778\uacf5 \uc2e0\uacbd\ub9dd(Artificial Neural Networks, ANN)<\/strong>: \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ub525 \ub7ec\ub2dd \ubaa8\ub378\ub85c, \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc8fc\ub85c \uac04\ub2e8\ud55c \uc608\uce21 \ubb38\uc81c\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Networks, RNN)<\/strong>: \uc2dc\uac04 \uc21c\uc11c\uac00 \uc788\ub294 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud2b9\ud654\ub41c \ubaa8\ub378\ub85c, \uc8fc\ub85c \uc2dc\ud000\uc2a4 \ub370\uc774\ud130 \uac19\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubb38\uc81c\uc5d0\uc11c \ub110\ub9ac \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7a5\ub2e8\uae30 \uae30\uc5b5 \ub124\ud2b8\uc6cc\ud06c(Long Short-Term Memory, LSTM)<\/strong>: RNN\uc758 \ubcc0\ud615\uc73c\ub85c, \uae34 \uac70\ub9ac \uc758\uc874\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uc5ec \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed \ub4f1\uc5d0\uc11c \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcc0\ud615 \ubaa8\ub378(Transformers)<\/strong>: Self-Attention \uba54\ucee4\ub2c8\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \ub300\ub7c9\uc758 \ubb38\uc11c \uc774\ud574\uc640 \uc0dd\uc131\uc5d0 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, BERT, GPT \uac19\uc740 \ucd5c\uc2e0 \ubaa8\ub378\uc5d0\ub3c4 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc751\uc6a9<\/h3>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uae30\uacc4 \ubc88\uc5ed(Machine Translation)<\/strong>: Google Translate\uc640 \uac19\uc740 \uc11c\ube44\uc2a4\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \ubaa8\ub378\uc744 \uc774\uc6a9\ud558\uc5ec \ubb38\uc7a5\uc744 \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \ubc88\uc5ed\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d(Sentiment Analysis)<\/strong>: \uc18c\uc15c \ubbf8\ub514\uc5b4\uc758 \uc758\uacac\uc774\ub098 \uc81c\ud488 \ub9ac\ubdf0\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc758 \uac10\uc815\uc744 \ud30c\uc545\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c(Question Answering Systems)<\/strong>: \uc0ac\uc6a9\uc790\uac00 \uc81c\uc2dc\ud55c \uc9c8\ubb38\uc5d0 \ub300\ud574 \uc815\ud655\ud558\uace0 \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub300\ud654\ud615 AI \ucc57\ubd07(Conversational AI Chatbots)<\/strong>: \uace0\uac1d \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 AI\ub85c, \uc790\uc5f0\uc5b4 \uc774\ud574(NLU) \uae30\uc220\ub85c \uc0ac\uc6a9\uc790\uc640\uc758 \uc18c\ud1b5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud14d\uc2a4\ud2b8 \uc694\uc57d(Text Summarization)<\/strong>: \uae34 \ubb38\uc11c\ub098 \uae30\uc0ac\ub97c \uc694\uc57d\ud558\uc5ec \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \ub2e8\uacc4<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \ub2e8\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1(Data Collection)<\/strong>: \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uc790\uc5f0\uc5b4 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc774\ub294 \uc6f9 \ud06c\ub864\ub9c1, API \uc0ac\uc6a9 \ub4f1\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac(Data Preprocessing)<\/strong>: \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \ub9cc\ub4ed\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ud1a0\ud070\ud654, \uc815\uc81c, \ubd88\uc6a9\uc5b4 \uc81c\uac70, \uc5b4\uac04 \ucd94\ucd9c \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c(Feature Extraction)<\/strong>: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ubf51\uc544\ub0b4\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. Bag of Words, TF-IDF \ubc0f Word Embedding \uae30\uc220(\uc608: Word2Vec, GloVe)\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud6c8\ub828(Model Training)<\/strong>: \uc120\ud0dd\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc8fc\uc758\ud574\uc57c \ud560 \uc810\uc740 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc801\uc808\ud55c \uac80\uc99d \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00(Model Evaluation)<\/strong>: \ubaa8\ub378\uc758 \uc131\uacfc\ub97c \ud655\uc778\ud558\uace0, \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 \uc810\uc218 \ub4f1\uc744 \ud1b5\ud574 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ubc30\ud3ec(Model Deployment)<\/strong>: \ucd5c\uc885 \ubaa8\ub378\uc744 \uc2e4\uc81c \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc811\uadfc \uac00\ub2a5\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. NLP \ubc1c\uc804\uc758 \ubbf8\ub798<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \ube60\ub974\uac8c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub525 \ub7ec\ub2dd\uacfc \ud568\uaed8\ud55c NLP\uc758 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub294 \uacc4\uc18d\ub420 \uac83\uc774\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ud5a5\ub4e4\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc758 \ud65c\uc6a9(Pre-trained Models)<\/strong>: BERT, GPT\uc640 \uac19\uc740 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \uc6b0\uc218\ud55c \uc131\uacfc\ub97c \ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378(Multimodal Models)<\/strong>: \ud14d\uc2a4\ud2b8\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc774\ubbf8\uc9c0,\uc624\ub514\uc624 \ub4f1 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud558\ub294 \ubaa8\ub378\ub4e4\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc124\uba85 \uac00\ub2a5\uc131(Explainability)<\/strong>: \ubaa8\ub378\uc758 \uacb0\uc815 \uacfc\uc815\uc744 \uc774\ud574\ud558\ub824\ub294 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ub0b4\ub193\ub294 \uacb0\uacfc\uc5d0 \ub300\ud55c \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44 \ud3b8\ud5a5\uc131(Bias Reduction)<\/strong>: NLP \ubaa8\ub378\uc774 \ud3b8\uacac\uc744 \uac00\uc9c8 \uac00\ub2a5\uc131\uc5d0 \ub300\ud55c \ub17c\uc758\uac00 \ub9ce\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uacf5\uc815\ud55c AI \ubaa8\ub378 \uad6c\ucd95\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>\uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud604\uc7ac \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\ub294 AI \ubd84\uc57c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uace0\uae09 \uba38\uc2e0 \ub7ec\ub2dd \ubc0f \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc6b0\ub9ac\ub294 \uc790\uc5f0\uc5b4\uc640 \uae30\uacc4 \uac04\uc758 \uc7a5\ubcbd\uc744 \uc904\uc77c \uc218 \uc788\ub294 \ubb38\uc744 \uc5f4\uc5c8\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 NLP \ubd84\uc57c\ub294 \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uc6b0\ub9ac\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc18c\ud1b5\ud558\ub294 \ubc29\ubc95\uc5d0\uc11c \ud070 \ud601\uc2e0\uc744 \uac00\uc838\uc62c \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub97c \uc801\uadf9\uc801\uc73c\ub85c \ubc1b\uc544\ub4e4\uc5ec, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc744 \ud1b5\ud574 \ub354 \ud6a8\uc728\uc801\uc774\uace0 \uc2a4\ub9c8\ud2b8\ud55c \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\uc744 \uc774\ub8e8\uc5b4 \ub098\uac00\uae38 \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04\uc758 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ub2e4\ub8e8\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. NLP\uc758 \ubaa9\ud45c\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uacfc\uac70\uc5d0\ub294 \uc8fc\ub85c \uaddc\uce59 \uae30\ubc18 \uc811\uadfc\ubc95\uc774 \uc0ac\uc6a9\ub418\uc5c8\uc73c\ub098, \ucd5c\uadfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uc811\uadfc \ubc29\uc2dd\uc774 \uc9c0\ubc30\uc801\uc778 \uc544\uc774\ub514\uc5b4\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uad6c\uc131 \uc694\uc18c, \ubc29\ubc95\ub860, \uadf8\ub9ac\uace0 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25245\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-25245","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/25245\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04\uc758 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ub2e4\ub8e8\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. NLP\uc758 \ubaa9\ud45c\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uacfc\uac70\uc5d0\ub294 \uc8fc\ub85c \uaddc\uce59 \uae30\ubc18 \uc811\uadfc\ubc95\uc774 \uc0ac\uc6a9\ub418\uc5c8\uc73c\ub098, \ucd5c\uadfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uc811\uadfc \ubc29\uc2dd\uc774 \uc9c0\ubc30\uc801\uc778 \uc544\uc774\ub514\uc5b4\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uad6c\uc131 \uc694\uc18c, \ubc29\ubc95\ub860, \uadf8\ub9ac\uace0 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25245\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:53:18+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:25+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/25245\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25245\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694\",\"datePublished\":\"2024-10-26T09:53:18+00:00\",\"dateModified\":\"2024-11-26T08:02:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25245\/\"},\"wordCount\":91,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/25245\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25245\/\",\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd(Machine Learning) \uac1c\uc694 - 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