{"id":25205,"date":"2024-10-26T09:53:00","date_gmt":"2024-10-26T09:53:00","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25205"},"modified":"2024-11-26T08:02:32","modified_gmt":"2024-11-26T08:02:32","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-%ec%a1%b0%ea%b1%b4%eb%b6%80-%ed%99%95%eb%a5%a0conditional-probability","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25205\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc870\uac74\ubd80 \ud655\ub960(Conditional Probability)"},"content":{"rendered":"<article>\n<header><\/header>\n<section>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ud06c\uac8c \ubc1c\uc804\ud574 \uc654\ub2e4. \ud2b9\ud788, \uc870\uac74\ubd80 \ud655\ub960\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud55c\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc870\uac74\ubd80 \ud655\ub960\uc758 \uc911\uc694\uc131\uc744 \uc124\uba85\ud558\uace0, \ub300\ud45c\uc801\uc778 \ubaa8\ub378\uc778 RNN, LSTM\uc744 \uc911\uc2ec\uc73c\ub85c \uadf8 \uc6d0\ub9ac\ub97c \uc18c\uac1c\ud558\uaca0\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub780?<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4, \uc989 \uc790\uc5f0\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc774\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4\ub77c\ub294 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\ub97c \uc218\ud559\uc801 \ubaa8\ub378\ub85c \ubcc0\ud658\ud558\uc5ec \ubd84\uc11d\ud558\ub294 \uacfc\uc815\uc73c\ub85c, \uad49\uc7a5\ud788 \ub2e4\uc591\ud55c \uc751\uc6a9\uc774 \uac00\ub2a5\ud558\ub2e4. \uc77c\ubc18\uc801\uc778 \uc751\uc6a9 \ubd84\uc57c\ub85c\ub294 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed, \uc815\ubcf4 \uac80\uc0c9 \ub4f1\uc774 \uc788\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>3. \ub525 \ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\ub85c, \uc5ec\ub7ec \uce35\uc758 \ub274\ub7f0\uc744 \uc774\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\ub860\uc774\ub2e4. \uc774 \uae30\uc220\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc5b8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ud45c\ud604\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud558\ub2e4. <strong>\uc6cc\ub4dc \uc784\ubca0\ub529<\/strong> \uae30\uc220\uc740 \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\uc5ec \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \uad6c\uc870\uc801\uc73c\ub85c \ud45c\ud604\ud574\uc900\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ub2e8\uc5b4\uc758 \uc720\uc0ac\uc131\uc774\ub098 \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \ud6a8\uc728\uc801\uc774\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>4. \uc870\uac74\ubd80 \ud655\ub960(Conditional Probability)\uc758 \uac1c\ub150<\/h2>\n<p>\uc870\uac74\ubd80 \ud655\ub960\uc740 \ub450 \uc0ac\uac74 A\uc640 B\uac00 \uc788\uc744 \ub54c, \uc0ac\uac74 B\uac00 \ubc1c\uc0dd\ud55c \uc870\uac74 \ud558\uc5d0 \uc0ac\uac74 A\uac00 \ubc1c\uc0dd\ud560 \ud655\ub960\uc744 \uc758\ubbf8\ud55c\ub2e4. \uc774\ub294 \uc218\uc2dd\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc774 \ud45c\ud604\ub41c\ub2e4:<\/p>\n<p>P(A|B) = P(A \u2229 B) \/ P(B)<\/p>\n<p>\uc5ec\uae30\uc11c, P(A|B)\ub294 B\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c A\uc758 \ud655\ub960, P(A \u2229 B)\ub294 A\uc640 B\uac00 \ub3d9\uc2dc\uc5d0 \ubc1c\uc0dd\ud560 \ud655\ub960, P(B)\ub294 B\uac00 \ubc1c\uc0dd\ud560 \ud655\ub960\uc744 \ub098\ud0c0\ub0b8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc740 \ud2b9\uc815 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c \ub2e4\uc74c\uc5d0 \uc62c \ub2e8\uc5b4 \ub610\ub294 \ubb38\uc7a5\uc758 \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub41c\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>5. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \uc870\uac74\ubd80 \ud655\ub960\uc758 \uc751\uc6a9<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub41c\ub2e4:<\/p>\n<ul>\n<li><strong>\uc5b8\uc5b4 \ubaa8\ub378(Language Model):<\/strong> \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\uc5d0\uc11c \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc608\uce21\ud55c\ub2e4. \ub2e4\uc74c \ub2e8\uc5b4\uac00 \ubc1c\uc0dd\ud560 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\uc5ec \uac00\uc7a5 \uac00\ub2a5\uc131\uc774 \ub192\uc740 \ub2e8\uc5b4\ub97c \uc120\ud0dd\ud55c\ub2e4.<\/li>\n<li><strong>\uae30\uacc4 \ubc88\uc5ed(Machine Translation):<\/strong> \uae30\uacc4 \ubc88\uc5ed \uc2dc\uc2a4\ud15c\uc740 \uc785\ub825 \ubb38\uc7a5\uc5d0\uc11c \ub2e4\uc74c \ubc88\uc5ed \ub2e8\uc5b4\ub098 \uad6c\ubb38\uc744 \uc608\uce21\ud560 \ub54c \uc870\uac74\ubd80 \ud655\ub960\uc744 \ud65c\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ubc88\uc5ed \uacb0\uacfc\ub97c \uc0dd\uc131\ud55c\ub2e4.<\/li>\n<li><strong>\ub2e8\uc5b4 \uc784\ubca0\ub529(Word Embedding):<\/strong> \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\uae30 \uc704\ud574 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\uc5ec \uac01 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ud559\uc2b5\ud55c\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d(Sentiment Analysis):<\/strong> \uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc5d0\uc11c \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801 \uac10\uc815\uc744 \ud30c\uc545\ud558\uae30 \uc704\ud574 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4\uc640 \uac10\uc815 \uac04\uc758 \uad00\uacc4\ub97c \ubd84\uc11d\ud55c\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>6. RNN\uacfc LSTM<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd)\uacfc LSTM(\uc7a5\uae30 \ub2e8\uae30 \uae30\uc5b5\ub9dd)\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud55c\ub2e4. \uc774\ub4e4\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub41c \uc2e0\uacbd\ub9dd\uc73c\ub85c, \ubb38\ub9e5 \uc815\ubcf4\ub97c \uae30\uc5b5\ud558\uace0 \uc774\uc804\uc758 \uc785\ub825\uc5d0 \ub530\ub77c \ub2e4\uc74c \ucd9c\ub825\uc744 \uc608\uce21\ud560 \uc218 \uc788\ub2e4.<\/p>\n<h3>6.1. \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)<\/h3>\n<p>RNN\uc740 \uc774\uc804\uc758 \ucd9c\ub825\uc744 \ud604\uc7ac\uc758 \uc785\ub825\uc73c\ub85c \ub2e4\uc2dc \uc0ac\uc6a9\ud558\ub294 \uad6c\uc870\ub85c, \uc2dc\ud000\uc2a4\uc758 \uc2dc\uac04\uc801 \uc21c\uc11c\ub97c \ubcf4\uc874\ud558\uba70 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub2e4. \ud558\uc9c0\ub9cc RNN\uc740 \uae34 \uc2dc\ud000\uc2a4\ub97c \ub2e4\ub8f0 \ub54c \uae30\uc6b8\uae30 \uc18c\uba78(vanishing gradient) \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud560 \uc218 \uc788\ub2e4.<\/p>\n<h3>6.2. \uc7a5\uae30 \ub2e8\uae30 \uae30\uc5b5\ub9dd(LSTM)<\/h3>\n<p>LSTM\uc740 RNN\uc758 \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\uae30 \uc704\ud574 \uace0\uc548\ub41c \uad6c\uc870\ub85c, \uc7a5\uae30\uc801\uc778 \uc758\uc874\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub2e4. LSTM\uc740 \uc140 \uc0c1\ud0dc(cell state)\uc640 \uac8c\uc774\ud2b8(gate) \uad6c\uc870\ub97c \ud65c\uc6a9\ud558\uc5ec \uc815\ubcf4\uc758 \ud750\ub984\uc744 \uc870\uc808\ud558\uba70, \uc785\ub825\uacfc \ucd9c\ub825, \uc0ad\uc81c \uacfc\uc815\uc744 \uad00\ub9ac\ud55c\ub2e4.<\/p>\n<h3>7. \uc870\uac74\ubd80 \ud655\ub960\uacfc \ud30c\uc774\ud1a0\uce58 \uad6c\ud604<\/h3>\n<\/section>\n<section><\/section>\n<\/article>\n<p data-pm-slice=\"0 0 []\">\ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \uc624\ub298\ub0a0 \uac00\uc7a5 \ud601\uc2e0\uc801\uc778 \uae30\uc220\ub4e4\uc758 \uc911\uc2ec\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud558\uc5ec NLP \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \ub54c \uc911\uc694\ud55c \uac1c\ub150 \uc911 \ud558\ub098\uac00 \ubc14\ub85c &#8216;\uc870\uac74\ubd80 \ud655\ub960(Conditional Probability)&#8217;\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc758 \uc5ed\ud560\uacfc \uc774\ub97c \ud30c\uc774\ud1a0\uce58\ub85c \uc5b4\ub5bb\uac8c \uad6c\ud604\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac (NLP)<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ub525\ub7ec\ub2dd\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\ub294\ub370, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0, \ud14d\uc2a4\ud2b8\uc758 \uc758\ubbf8\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\ub4e4\uc740 \uaddc\uce59 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uac70\ub098, \ud1b5\uacc4\uc801\uc778 \ubc29\ubc95\uc744 \uc774\uc6a9\ud574 \ubb38\uc7a5\uc744 \ucc98\ub9ac\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud574 \uc5b8\uc5b4 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uacfc \uc758\ubbf8\ub97c \ub354\uc6b1 \uc798 \ud3ec\ucc29\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \ub525\ub7ec\ub2dd\uc744 \uad6c\ud604\ud558\ub294 \ub300\ud45c\uc801\uc778 \ud504\ub808\uc784\uc6cc\ud06c \uc911 \ud558\ub098\ub85c, \uc720\uc5f0\ud55c \ubaa8\ub378 \uc815\uc758\uc640 \uc9c1\uad00\uc801\uc778 \ub514\ubc84\uae45\uc774 \uac00\ub2a5\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud574 NLP \uc5f0\uad6c\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788, \ud30c\uc774\ud1a0\uce58\ub294 \ub3d9\uc801 \uadf8\ub798\ud504(dynamic computation graph)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\ud5d8\uc801\uc778 \ubaa8\ub378\uc744 \ub354 \ube60\ub974\uace0 \uc27d\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub294 \uc5f0\uad6c\uc790\ub4e4\uc774 \ub354 \ucc3d\uc758\uc801\uc774\uace0 \uc720\uc5f0\ud558\uac8c \ubaa8\ub378\uc744 \uc124\uacc4\ud558\uace0 \uc2e4\ud5d8\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\uc758 \ud3b8\ub9ac\ud55c \uc778\ud130\ud398\uc774\uc2a4\ub294 \ubcf5\uc7a1\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub2e4\uc591\ud55c \uae30\ub2a5\ub4e4\uc744 \uc190\uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uba70, \uc774\ub294 NLP \uc5f0\uad6c\uc640 \uc2e4\ubb34\uc5d0\uc11c \ud070 \uc774\uc810\uc73c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc870\uac74\ubd80 \ud655\ub960(Conditional Probability)\uc774\ub780?<\/h3>\n<p>\uc870\uac74\ubd80 \ud655\ub960\uc740 \ud2b9\uc815 \uc0ac\uac74 A\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ub2e4\ub978 \uc0ac\uac74 B\uac00 \ubc1c\uc0dd\ud560 \ud655\ub960\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc218\ud559\uc801\uc73c\ub85c\ub294 P(B|A)\ub85c \ud45c\ud604\ub418\uba70, \uc774\ub294 &#8220;A\ub77c\ub294 \uc870\uac74 \ud558\uc5d0\uc11c B\uac00 \ubc1c\uc0dd\ud560 \ud655\ub960&#8221;\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc870\uac74\ubd80 \ud655\ub960\uc758 \uacf5\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<p>\uc5ec\uae30\uc11c P(A \\cap B)\ub294 \uc0ac\uac74 A\uc640 B\uac00 \ub3d9\uc2dc\uc5d0 \ubc1c\uc0dd\ud560 \ud655\ub960\uc744 \uc758\ubbf8\ud558\uba70, P(A)\ub294 \uc0ac\uac74 A\uac00 \ubc1c\uc0dd\ud560 \ud655\ub960\uc785\ub2c8\ub2e4. \uc774 \uacf5\uc2dd\uc740 \uc0ac\uac74 A\uac00 \uc774\ubbf8 \ubc1c\uc0dd\ud55c \uc0c1\ud669\uc5d0\uc11c \uc0ac\uac74 B\uac00 \ubc1c\uc0dd\ud560 \ud655\ub960\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc740 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0, \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\uac70\ub098 \ud2b9\uc815 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ucd94\ub860\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc870\uac74\ubd80 \ud655\ub960\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uadfc\ubcf8\uc801\uc778 \uc6d0\ub9ac\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, &#8220;\ub098\ub294 \ubc25\uc744 \uba39\uc5c8\ub2e4&#8221;\ub77c\ub294 \ubb38\uc7a5\uc5d0\uc11c, &#8216;\uba39\uc5c8\ub2e4&#8217;\ub77c\ub294 \ub3d9\uc0ac\uac00 \ub4f1\uc7a5\ud560 \ud655\ub960\uc740 \uc55e\uc5d0 \ub098\uc628 \uc8fc\uc5b4\uc640 \ubaa9\uc801\uc5b4\uc758 \uc601\ud5a5\uc744 \ubc1b\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\ub9e5\uc744 \uae30\ubc18\uc73c\ub85c \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\uac70\ub098 \ubb38\uc7a5\uc744 \uc0dd\uc131\ud558\ub294 \uc791\uc5c5\uc740 \ubaa8\ub450 \uc870\uac74\ubd80 \ud655\ub960\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4. \uc774\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ubb38\ub9e5 \uae30\ubc18 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \ub2e8\uc5b4 \ud558\ub098\ud558\ub098\ub97c \ub3c5\ub9bd\uc801\uc73c\ub85c \ubcf4\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc774\uc804 \ub2e8\uc5b4\ub4e4\uc774 \ud604\uc7ac \ub2e8\uc5b4\uc5d0 \uc5b4\ub5bb\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0\ub97c \ubd84\uc11d\ud558\ub294 \uac83\uc774\uc8e0. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub9ce\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc870\uac74\ubd80 \ud655\ub960\uc740 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4. \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ub2e4\uc74c\uc5d0 \uc62c \ub2e8\uc5b4\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubb38\uc7a5\uc758 \uc758\ubbf8\ub97c \ub354\uc6b1 \uc815\ud655\ud558\uac8c \uc774\ud574\ud560 \uc218 \uc788\uc73c\uba70, \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ubb38\uc7a5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uac8c \ub429\ub2c8\ub2e4. \uc870\uac74\ubd80 \ud655\ub960\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub9ce\uc740 NLP \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70, \ud2b9\ud788 \uae30\uacc4 \ubc88\uc5ed, \ubb38\uc7a5 \uc0dd\uc131, \ud14d\uc2a4\ud2b8 \uc694\uc57d \ub4f1\uc5d0\uc11c \ud070 \ud6a8\uacfc\ub97c \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n<h3>RNN, LSTM\uacfc \uc870\uac74\ubd80 \ud655\ub960\uc758 \uad00\uacc4<\/h3>\n<p>RNN(Recurrent Neural Network)\uacfc LSTM(Long Short-Term Memory)\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. RNN\uacfc LSTM\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub97c \uc774\uc6a9\ud558\uc5ec \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294\ub370, \uac01 \uc2dc\uc810\uc5d0\uc11c \uc785\ub825\ub418\ub294 \ub2e8\uc5b4\uc640 \uc774\uc804\uc758 \uc228\uaca8\uc9c4 \uc0c1\ud0dc(hidden state)\ub97c \uc774\uc6a9\ud574 \ub2e4\uc74c \ub2e8\uc5b4\uc758 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n<p>RNN\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uac01 \ub2e8\uc5b4\ub97c \ucc98\ub9ac\ud558\uba74\uc11c \uc774\uc804\uc5d0 \ucc98\ub9ac\ub41c \ub2e8\uc5b4\uc758 \uc815\ubcf4\ub97c \uae30\uc5b5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubb38\ub9e5 \uc815\ubcf4\ub97c \uc720\uc9c0\ud558\uba70, \ub2e4\uc74c\uc5d0 \ub098\uc62c \ub2e8\uc5b4\uc758 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;\ub098\ub294 \ubc25\uc744&#8221;\uc774\ub77c\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ub2e4\uc74c \ub2e8\uc5b4\ub85c &#8220;\uba39\uc5c8\ub2e4&#8221;\uac00 \ub098\uc62c \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc73c\ub85c RNN\uc740 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0, \ubb38\uc7a5\uc758 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ud750\ub984\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud559\uc2b5\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc RNN\uc740 \uc7a5\uae30 \uc758\uc874\uc131(long-term dependency) \ubb38\uc81c\ub97c \uacaa\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uc774\uc804\uc758 \uc815\ubcf4\uac00 \ub108\ubb34 \uba40\ub9ac \ub5a8\uc5b4\uc838 \uc788\uc744 \uacbd\uc6b0 \uadf8 \uc815\ubcf4\ub97c \uc81c\ub300\ub85c \uc720\uc9c0\ud558\uc9c0 \ubabb\ud558\ub294 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 LSTM\uc774 \ub3c4\uc785\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LSTM\uc740 \uae30\uc5b5 \uc140(cell state)\uacfc \uac8c\uc774\ud2b8 \uba54\ucee4\ub2c8\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc7a5\uae30 \uc758\uc874\uc131\uc744 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. LSTM\uc740 \uc5b4\ub5a4 \uc815\ubcf4\ub97c \uae30\uc5b5\ud558\uace0 \uc5b4\ub5a4 \uc815\ubcf4\ub97c \uc78a\uc744\uc9c0\ub97c \uc2a4\uc2a4\ub85c \uacb0\uc815\ud558\uae30 \ub54c\ubb38\uc5d0, \uc7a5\uae30\uc801\uc778 \ubb38\ub9e5\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ub2e4\uc74c \ub2e8\uc5b4\uc758 \uc870\uac74\ubd80 \ud655\ub960\uc744 \ubcf4\ub2e4 \uc815\ud655\ud558\uac8c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 LSTM\uc740 \uae34 \ubb38\uc7a5\uc744 \ucc98\ub9ac\ud560 \ub54c\ub3c4 \ubb38\ub9e5\uc744 \uc798 \uc720\uc9c0\ud558\uba70 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ubb38\uc7a5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>RNN\uacfc LSTM\uc744 \uc0ac\uc6a9\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c\ub294 \uac01 \uc2dc\uc810\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc640 \uac19\uc774 \uc774\uc804 \ubaa8\ub4e0 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ud604\uc7ac \ub2e8\uc5b4 \uac00 \ub098\uc62c \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ubc18\ubcf5\ud558\uc5ec \uc804\uccb4 \ubb38\uc7a5\uc758 \ud655\ub960\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<h3>\ud30c\uc774\ud1a0\uce58\ub85c \uc870\uac74\ubd80 \ud655\ub960 \uad6c\ud604\ud558\uae30<\/h3>\n<p>\ud30c\uc774\ud1a0\uce58\uc5d0\uc11c\ub294 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\uae30 \uc704\ud574 \ub525\ub7ec\ub2dd \ubaa8\ub378\uacfc \uc190\uc2e4 \ud568\uc218, \ud655\ub960 \ubd84\ud3ec \ub4f1\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uc608\ub85c\ub294 \uc5b8\uc5b4 \ubaa8\ub378(Language Model)\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ubb38\ub9e5(\uc774\uc804 \ub2e8\uc5b4\ub4e4)\uc744 \ud1b5\ud574 \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \uad6c\ud604\ud558\ub294 \uac04\ub2e8\ud55c \ubc29\ubc95 \uc911 \ud558\ub098\ub294 Recurrent Neural Network (RNN)\uc774\ub098 Long Short-Term Memory (LSTM) \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc21c\ud658 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub294 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \ub370 \ud2b9\ud654\ub418\uc5b4 \uc788\uc5b4, \uc5b8\uc5b4\uc640 \uac19\uc740 \uc5f0\uc18d\uc801\uc778 \ub370\uc774\ud130\ub97c \ubaa8\ub378\ub9c1\ud558\uae30\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<p>RNN\uacfc LSTM\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uac01 \ub2e8\uc5b4\ub97c \ucc98\ub9ac\ud558\uba74\uc11c \uc774\uc804\uc5d0 \ucc98\ub9ac\ub41c \ub2e8\uc5b4\uc758 \uc815\ubcf4\ub97c \uae30\uc5b5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubb38\ub9e5 \uc815\ubcf4\ub97c \uc720\uc9c0\ud558\uba70, \ub2e4\uc74c\uc5d0 \ub098\uc62c \ub2e8\uc5b4\uc758 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;\ub098\ub294 \ubc25\uc744&#8221;\uc774\ub77c\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ub2e4\uc74c \ub2e8\uc5b4\ub85c &#8220;\uba39\uc5c8\ub2e4&#8221;\uac00 \ub098\uc62c \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc73c\ub85c RNN\uacfc LSTM\uc740 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0, \ubb38\uc7a5\uc758 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ud750\ub984\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>import torch\nimport torch.nn as nn\nimport torch.optim as optim\n\n# \uac04\ub2e8\ud55c RNN \uc5b8\uc5b4 \ubaa8\ub378 \uc815\uc758\nclass RNNLanguageModel(nn.Module):\n    def __init__(self, vocab_size, embedding_dim, hidden_dim):\n        super(RNNLanguageModel, self).__init__()\n        self.embedding = nn.Embedding(vocab_size, embedding_dim)\n        self.rnn = nn.RNN(embedding_dim, hidden_dim, batch_first=True)\n        self.fc = nn.Linear(hidden_dim, vocab_size)\n\n    def forward(self, x):\n        x = self.embedding(x)\n        out, _ = self.rnn(x)\n        out = self.fc(out)\n        return out\n\n# \uc608\uc81c \ub370\uc774\ud130\uc640 \ubaa8\ub378 \ucd08\uae30\ud654\nvocab_size = 5000\nembedding_dim = 128\nhidden_dim = 256\nmodel = RNNLanguageModel(vocab_size, embedding_dim, hidden_dim)\n\n# \uc190\uc2e4 \ud568\uc218\uc640 \uc635\ud2f0\ub9c8\uc774\uc800 \uc815\uc758\ncriterion = nn.CrossEntropyLoss()\noptimizer = optim.Adam(model.parameters(), lr=0.001)<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\uc5d0\uc11c\ub294 RNN\uc744 \uc774\uc6a9\ud574 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc815\uc758\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub2e8\uc5b4\uc758 \uc784\ubca0\ub529\uc744 \uc785\ub825\ubc1b\uc544 RNN\uc744 \ud1b5\ud574 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud55c \ud6c4, \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc784\ubca0\ub529 \uce35\uc740 \uac01 \ub2e8\uc5b4\ub97c \uace0\uc815\ub41c \ud06c\uae30\uc758 \ubca1\ud130\ub85c \ubcc0\ud658\ud574 \uc8fc\uba70, \uc774\ub294 \ub2e8\uc5b4 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \ubc18\uc601\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c RNN\uc774 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uace0, \ucd5c\uc885\uc801\uc73c\ub85c \uc644\uc804 \uc5f0\uacb0\uce35\uc744 \ud1b5\ud574 \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc740 RNN\uc758 \uc21c\ud658 \uad6c\uc870\ub97c \ud1b5\ud574 \ud559\uc2b5\ub429\ub2c8\ub2e4. \ubb38\ub9e5\uc774 \uc8fc\uc5b4\uc84c\uc744 \ub54c \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uba70, \uc774\ub97c \ud1b5\ud574 \ubb38\uc7a5\uc758 \uc758\ubbf8\uc640 \uad6c\uc870\ub97c \uc774\ud574\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>\uc870\uac74\ubd80 \ud655\ub960\uc758 \ud65c\uc6a9 \uc0ac\ub840<\/h3>\n<p>\uc870\uac74\ubd80 \ud655\ub960\uc740 \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \ubb38\uc7a5 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c NLP \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\uacc4 \ubc88\uc5ed\uc5d0\uc11c\ub294 \ud2b9\uc815 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc5d0\uc11c \ud2b9\uc815 \ubc88\uc5ed\uc5b4\ub85c \ubc88\uc5ed\ub420 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc601\uc5b4\uc5d0\uc11c &#8220;I am eating an apple&#8221;\uc774\ub77c\ub294 \ubb38\uc7a5\uc744 \ud55c\uad6d\uc5b4\ub85c \ubc88\uc5ed\ud560 \ub54c, \uac01 \ub2e8\uc5b4\uac00 \ubc88\uc5ed\ub420 \ud655\ub960\uc740 \uc774\uc804 \ub2e8\uc5b4\uc640 \ubb38\ub9e5\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uc870\uac74\ubd80 \ud655\ub960\uc744 \ud1b5\ud574 \ubc88\uc5ed \ubaa8\ub378\uc740 \ubcf4\ub2e4 \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc815\ud655\ud55c \ubc88\uc5ed\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ucc57\ubd07\uacfc \uac19\uc740 \ub300\ud654 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uc0ac\uc6a9\ud574 \ubb38\ub9e5\uc744 \uace0\ub824\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 &#8220;\uc624\ub298 \ub0a0\uc528 \uc5b4\ub54c?&#8221;\ub77c\uace0 \ubb3c\uc5b4\ubcfc \ub54c, \ucc57\ubd07\uc740 \uc774 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0 \uc801\uc808\ud55c \ub300\ub2f5\uc744 \ud558\uae30 \uc704\ud574 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uc0ac\uc6a9\ud574 \ub2e4\uc74c \ubb38\uc7a5\uc744 \uc608\uce21\ud558\uac8c \ub429\ub2c8\ub2e4. \uac10\uc815 \ubd84\uc11d\uc5d0\uc11c\ub3c4 \ud2b9\uc815 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc5d0\uc11c \uae0d\uc815\uc801\uc778\uc9c0 \ubd80\uc815\uc801\uc778\uc9c0\ub97c \ud310\ub2e8\ud558\ub294 \ub370 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uc774\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;\uc601\ud654\uac00 \uc815\ub9d0 \uc7ac\ubbf8\uc788\uc5c8\ub2e4&#8221;\ub77c\ub294 \ubb38\uc7a5\uc5d0\uc11c &#8216;\uc7ac\ubbf8\uc788\uc5c8\ub2e4&#8217;\ub77c\ub294 \ub2e8\uc5b4\uac00 \uae0d\uc815\uc801\uc778 \uac10\uc815\uc744 \ub098\ud0c0\ub0bc \ud655\ub960\uc774 \ub192\ub2e4\uace0 \ud310\ub2e8\ud558\ub294 \uc2dd\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc870\uac74\ubd80 \ud655\ub960\uc740 \ud14d\uc2a4\ud2b8 \uc694\uc57d\uc5d0\uc11c\ub3c4 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubb38\uc7a5\uc758 \ud575\uc2ec \ub0b4\uc6a9\uc744 \ud30c\uc545\ud558\uace0 \uc694\uc57d\ud560 \ub54c, \uac01 \ub2e8\uc5b4\uac00 \ud2b9\uc815 \ubb38\ub9e5\uc5d0\uc11c \uc911\uc694\ud55c\uc9c0\ub97c \ud310\ub2e8\ud558\ub294 \uac83\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubb38\uc11c\uc758 \uc911\uc694\ud55c \ub0b4\uc6a9\uc744 \uc720\uc9c0\ud558\uba74\uc11c\ub3c4 \uac04\uacb0\ud55c \uc694\uc57d\ubb38\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>\ub9c8\uce58\uba70<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc740 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud574 \uc774\ub7ec\ud55c \uac1c\ub150\uc744 \ubaa8\ub378\ub9c1\ud558\ub294 \uac83\uc740 NLP \uc5f0\uad6c\uc758 \uc911\uc694\ud55c \ubd80\ubd84\uc774\uba70, \uc870\uac74\ubd80 \ud655\ub960\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uac83\uc740 \ub354 \ub098\uc740 \uc131\ub2a5\uc758 NLP \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc870\uac74\ubd80 \ud655\ub960\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ubb38\uc7a5\uc758 \uc790\uc5f0\uc2a4\ub7ec\uc6c0\uc744 \uc720\uc9c0\ud558\uba70, \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud574 \ub2e4\uc591\ud55c NLP \ubaa8\ub378\uc744 \uad6c\ud604\ud574\ubcf4\uba74\uc11c \uc870\uac74\ubd80 \ud655\ub960\uc758 \uc911\uc694\uc131\uc744 \uccb4\ud5d8\ud574 \ubcf4\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub354\uc6b1 \uc815\uad50\ud558\uace0 \uac15\ub825\ud55c \ubaa8\ub378\ub4e4\uc774 \ub4f1\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc870\uac74\ubd80 \ud655\ub960\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804 \uc18d\uc5d0\uc11c \uc5ec\uc804\ud788 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \uac83\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc5d0 \uc788\uc5b4 \ud070 \uac15\uc810\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ud30c\uc774\ud1a0\uce58\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud574 \uc870\uac74\ubd80 \ud655\ub960\uc744 \ubaa8\ub378\ub9c1\ud558\uace0, \ub354 \ub098\uc544\uac00 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uc5b4 \ubcf4\uc138\uc694. \uc774\ub97c \ud1b5\ud574 \uc5b8\uc5b4\uc758 \ubcf5\uc7a1\ud55c \uc758\ubbf8\uc640 \uad6c\uc870\ub97c \uc774\ud574\ud558\uace0, \uc0ac\ub78c\uacfc \ub354 \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc18c\ud1b5\ud560 \uc218 \uc788\ub294 \uc778\uacf5\uc9c0\ub2a5\uc744 \ub9cc\ub4dc\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ud06c\uac8c \ubc1c\uc804\ud574 \uc654\ub2e4. \ud2b9\ud788, \uc870\uac74\ubd80 \ud655\ub960\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud55c\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc870\uac74\ubd80 \ud655\ub960\uc758 \uc911\uc694\uc131\uc744 \uc124\uba85\ud558\uace0, \ub300\ud45c\uc801\uc778 \ubaa8\ub378\uc778 RNN, LSTM\uc744 \uc911\uc2ec\uc73c\ub85c \uadf8 \uc6d0\ub9ac\ub97c \uc18c\uac1c\ud558\uaca0\ub2e4. 2. \uc790\uc5f0\uc5b4 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25205\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc870\uac74\ubd80 \ud655\ub960(Conditional Probability)&#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-25205","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, \uc870\uac74\ubd80 \ud655\ub960(Conditional Probability) - \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\/25205\/\" \/>\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, \uc870\uac74\ubd80 \ud655\ub960(Conditional Probability) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ud06c\uac8c \ubc1c\uc804\ud574 \uc654\ub2e4. \ud2b9\ud788, \uc870\uac74\ubd80 \ud655\ub960\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud55c\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc870\uac74\ubd80 \ud655\ub960\uc758 \uc911\uc694\uc131\uc744 \uc124\uba85\ud558\uace0, \ub300\ud45c\uc801\uc778 \ubaa8\ub378\uc778 RNN, LSTM\uc744 \uc911\uc2ec\uc73c\ub85c \uadf8 \uc6d0\ub9ac\ub97c \uc18c\uac1c\ud558\uaca0\ub2e4. 2. \uc790\uc5f0\uc5b4 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc870\uac74\ubd80 \ud655\ub960(Conditional Probability)&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25205\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta 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