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\uc54c\uace0\ub9ac\uc998\uc774 \uc5b4\ub5bb\uac8c \ud2b8\ub808\uc774\ub529\uc5d0 \uc751\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ubca0\uc774\uc9c0\uc548 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc5ed\ud560\uacfc \uc911\uc694\uc131\uc744 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0,\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd 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<\/p>\n

\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub97c \ud1b5\ud55c \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud22c\uc790 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd(ML)\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud559\uc2b5\ud558\uc5ec \uc8fc\uc5b4\uc9c4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(DL)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uac08\ub798\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc774 \ub450 \uae30\uc220\uc774 \ub9e4\uc6b0 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n

\ud6c8\ub828 (Training):<\/strong> \ubaa8\ub378\uc740 \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud558\uc5ec \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130\uac00 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4.<\/li>\n

\ud14c\uc2a4\ud2b8 (Testing):<\/strong> \ud6c8\ub828\ub41c \ubaa8\ub378\uc740 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uac1c\uc758 \uce35\uc73c\ub85c \uad6c\uc131\ub41c \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uac01 \uce35\uc740 \ub370\uc774\ud130\ub97c \ubcc0\ud658\ud558\uba70, \ub9c8\uc9c0\ub9c9 \uce35\uc5d0\uc11c \ucd5c\uc885\uc801\uc778 \uc608\uce21 \uacb0\uacfc\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc694\uc131<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\uc2dd\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc778\uac04\uc758 \uac10\uc815\uc774 \uac1c\uc785\ub418\uc9c0 \uc54a\uc73c\uba70, \ube60\ub978 \uacb0\uc815\uc774 \uac00\ub2a5\ud558\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n
2.1 \uc2dc\uc7a5 \uc608\uce21\uacfc \uba38\uc2e0\ub7ec\ub2dd<\/h3>\n
\uae08\uc735 \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \uc608\uce21\ud558\uae30 \uc704\ud574\uc11c\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud559\uc2b5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uacfc\uac70\uc758 \uac00\uaca9 \uc6c0\uc9c1\uc784\uacfc \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ubc14\ud0d5\uc73c\ub85c \ubbf8\ub798\uc758 \uac00\uaca9 \ubcc0\ud654\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc790\ub3d9\ud654<\/h3>\n
\uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc740 \ud074\ub9ad \ud55c \ubc88\uc73c\ub85c \uc218\ub9ce\uc740 \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \uac1c\ubc1c\ub41c \uc54c\uace0\ub9ac\uc998\uc740 \ub9e4\uc6b0 \ubcf5\uc7a1\ud55c \uacb0\uc815\uc744 \ube60\ub974\uac8c \ub0b4\ub824\uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uac10\uc131 \ubd84\uc11d\uc758 \uc911\uc694\uc131<\/h2>\n
\uac10\uc131 \ubd84\uc11d(Sentiment Analysis)\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uac10\uc815\uc744 \uc778\uc2dd\ud558\uace0 \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ubc0f \uae30\uc5c5\uc758 \uc7ac\ubb34 \ubcf4\uace0\uc11c \ub4f1\uc5d0\uc11c \uac10\uc815\uc744 \ubd84\uc11d\ud558\ub294 \uac83\uc774 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n
3.1 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc640 \uac10\uc131 \ubd84\uc11d<\/h3>\n
\uae08\uc735 \ub274\uc2a4\ub098 \uc18c\uc15c \ubbf8\ub514\uc5b4\uc5d0\uc11c \uc5b8\uae09\ub418\ub294 \uac10\uc815\uc740 \uc8fc\uac00\uc5d0 \uc0c1\ub2f9\ud55c \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae0d\uc815\uc801\uc778 \ub274\uc2a4\ub294 \uc8fc\uac00 \uc0c1\uc2b9\uc5d0, \ubd80\uc815\uc801\uc778 \ub274\uc2a4\ub294 \uc8fc\uac00 \ud558\ub77d\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.2 \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130<\/h3>\n
\uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub294 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud55c \uac83\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c Word2Vec, GloVe\uc640 \uac19\uc740 \ubc29\ubc95\ub4e4\uc744 \ud1b5\ud574 \uc0dd\uc131\ub41c \ubca1\ud130\ub294 \uac01 \ub2e8\uc5b4 \uac04\uc758 \uc720\uc0ac\ub3c4 \ubc0f \uad00\uacc4\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubca1\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc22b\uc790 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uace0 \uac10\uc131 \ubd84\uc11d\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub97c \uc774\uc6a9\ud55c \uac10\uc131 \ubd84\uc11d \ubc29\ubc95<\/h2>\n
\uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub97c \ud65c\uc6a9\ud55c \uac10\uc131 \ubd84\uc11d\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4:<\/p>\n
4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\ubd84\uc11d\ud560 \ub370\uc774\ud130\ub294 \ub274\uc2a4 \uae30\uc0ac, \ud2b8\uc717, \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8 \ub4f1 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uac10\uc131\uc744 \ud3c9\uac00\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ub178\uc774\uc988\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc815\uc81c\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ud2b9\uc218 \ubb38\uc790 \ubc0f \uc22b\uc790 \uc81c\uac70<\/li>\n
\uc18c\ubb38\uc790\ub85c \ubcc0\ud658<\/li>\n
\ubd88\uc6a9\uc5b4 \uc81c\uac70<\/li>\n
\uc5b4\uac04 \ucd94\ucd9c \ub610\ub294 \ud45c\uc81c\uc5b4 \ucd94\ucd9c<\/li>\n<\/ul>\n
4.3 \ub2e8\uc5b4 \ubca1\ud130 \ubcc0\ud658<\/h3>\n
\uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uac01 \ub2e8\uc5b4\ub294 \ud574\ub2f9\ud558\ub294 \ubca1\ud130 \uac12\uc73c\ub85c \uad50\uccb4\ub418\uba70, \ubb38\uc7a5\uc740 \ud574\ub2f9 \ub2e8\uc5b4 \ubca1\ud130\uc758 \ud3c9\uade0 \ub610\ub294 \ud569\uc0b0\uc73c\ub85c \ud45c\ud604\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.4 \uac10\uc131 \ubd84\ub958 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
Transformation \uc0ac\uc5c5\uacfc \uac19\uc740 \ubc29\ubc95\uc73c\ub85c \ubb38\uc7a5\uc744 \ubca1\ud130\ub85c \ubcc0\ud658\ud55c \ud6c4, \uc774 \ubca1\ud130\ub4e4\uc744 \uc774\uc6a9\ud574 \uac10\uc131 \ubd84\ub958 \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Logistic Regression, SVM\uacfc \uac19\uc740 \uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.5 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uacb0\uacfc \ud574\uc11d<\/h3>\n
\ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uac10\uc131\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \uc774 \uacb0\uacfc\ub97c \ubc14\ud0d5\uc73c\ub85c, \uac10\uc815\uc758 \uae0d\uc815 \ub610\ub294 \ubd80\uc815\uc758 \uc815\ub3c4\ub97c \ubd84\uc11d\ud558\uace0, \uc774\ub97c \ud22c\uc790 \uc804\ub7b5\uc5d0 \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uc2e4\uc81c \uc608\uc81c: \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \uc2dc\ub098\ub9ac\uc624<\/h2>\n
\uc774\uc81c \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc790\uc0b0\uc758 \ub9e4\ub9e4 \uacb0\uc815\uc744 \uc5b4\ub5bb\uac8c \ub0b4\ub9b4 \uc218 \uc788\ub294\uc9c0 \uc2e4\ub840\ub97c \ud1b5\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uac10\uc131 \ubd84\uc11d\uc744 \uc704\ud574, \ud2b9\uc815 \uc885\ubaa9\uc5d0 \ub300\ud55c \ub274\uc2a4 \uae30\uc0ac\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, NVIDIA\uc5d0 \ub300\ud55c \ub274\uc2a4 \uae30\uc0ac\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ubca1\ud130\ud654<\/h3>\n
\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uce5c \ud6c4, \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130 (\uc608: GloVe)\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n
from gensim.models import KeyedVectors\n\nmodel = KeyedVectors.load_word2vec_format('glove.6B.100d.txt', binary=False)\n\n# \ubb38\uc7a5\uc744 \ubca1\ud130\ub85c \ubcc0\ud658\ndef vectorize(sentence):\n words = sentence.split()\n return np.mean([model[word] for word in words if word in model], axis=0)\n<\/code><\/pre>\n5.3 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \uc608\uce21<\/h3>\n\ud6c8\ub828 \uc644\ub8cc \ud6c4, \uc0c8\ub85c\uc6b4 \ub274\uc2a4 \uae30\uc0ac\ub97c \uc785\ub825\ud558\uc5ec \uac10\uc131\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \uac10\uc131\uc774 \uae0d\uc815\uc801\uc774\uba74 \ud574\ub2f9 \uc8fc\uc2dd\uc744 \ub9e4\uc218\ud558\uace0, \ubd80\uc815\uc801\uc774\uba74 \ub9e4\ub3c4\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 6. \uacb0\ub860<\/h2>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub97c \uc774\uc6a9\ud55c \uac10\uc131 \ubd84\uc11d\uc758 \uc911\uc694\uc131\uacfc \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uae30\uc874\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubcf4\uc644\ud560 \uc218 \uc788\uc73c\uba70, \ud22c\uc790 \uacb0\uc815\uc744 \ubcf4\ub2e4 \ud569\ub9ac\uc801\uc73c\ub85c \ub0b4\ub9b4 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ub178\ub825\uc774 \ud544\uc694\ud55c \uacfc\uc815\uc774\uc9c0\ub9cc, \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ud544\uc218\uc801\uc778 \uae30\ucd08\uc785\ub2c8\ub2e4.<\/p>\n \ucc38\uace0 \uc790\ub8cc<\/h2>\n\nIan Goodfellow, Yoshua Bengio, and Aaron Courville. Deep Learning. MIT Press, 2016.<\/li>\n Christopher M. Bishop. Pattern Recognition and Machine Learning. Springer, 2006.<\/li>\n Yoav Goldberg. Neural Network Methods in Natural Language Processing. Morgan & Claypool, 2017.<\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub97c \ud1b5\ud55c \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud22c\uc790 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc774\ud574 \uba38\uc2e0\ub7ec\ub2dd(ML)\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud559\uc2b5\ud558\uc5ec \uc8fc\uc5b4\uc9c4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(DL)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uac08\ub798\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0ac\uc804 \ud559\uc2b5\ub41c \ub2e8\uc5b4 \ubca1\ud130\ub97c \uc774\uc6a9\ud55c \uac10\uc131 \ubd84\uc11d”<\/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":[29],"tags":[],"class_list":["post-29077","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0ac\uc804 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