\uc2e0\uacbd\ub9dd (Neural Networks)<\/li>\n<\/ul>\n1.2 \ub525\ub7ec\ub2dd\uc758 \uc6d0\ub9ac<\/h3>\n
\n \ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc778\uacf5 \ub274\ub7f0\uc73c\ub85c \uad6c\uc131\ub41c \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. CNN(Convolutional Neural Networks)\uacfc RNN(Recurrent Neural Networks) \ub4f1 \ub2e4\uc591\ud55c \ub124\ud2b8\uc6cc\ud06c \uad6c\uc870\uac00 \uc788\uc73c\uba70, \uac01 \uad6c\uc870\ub294 \ud2b9\uc815\ud55c \ub370\uc774\ud130 \uc720\ud615\uc5d0 \ud2b9\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
2. GloVe\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n
\n GloVe\ub294 Stanford \ub300\ud559\uad50\uc758 \uc5f0\uad6c\ud300\uc5d0 \uc758\ud574 \uac1c\ubc1c\ub41c \ub2e8\uc5b4 \uc784\ubca0\ub529 \uae30\ubc95\uc73c\ub85c, \ub2e8\uc5b4 \uc0ac\uc774\uc758 \uad00\uacc4\ub97c \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \ud45c\ud604\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc5b4\uc758 \uc758\ubbf8\uac00 \ubca1\ud130\uc758 \uc704\uce58\uc640 \uad00\ub828\ub418\uc5b4 \uc788\ub2e4\ub294 \uac00\uc815\ud558\uc5d0 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n
GloVe\ub294 \uad6c\uccb4\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc808\ucc28\ub85c \ub3d9\uc791\ud569\ub2c8\ub2e4:\n <\/p>\n
2.1 \uae30\ucd08 \uac1c\ub150<\/h3>\n
\n GloVe\ub294 \ub2e8\uc5b4\uc758 \ub3d9\uc2dc \ubc1c\uc0dd \ud589\ub82c\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4. \uac04\ub2e8\ud788 \ub9d0\ud574, \ud2b9\uc815 \ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5 \ub0b4\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294\uc9c0\ub97c \uce21\uc815\ud558\uba70, \uc774 \uc815\ubcf4\ub97c \uc774\uc6a9\ud574 \ub2e8\uc5b4\uc758 \ubca1\ud130 \ud45c\ud604\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.\n <\/p>\n
2.2 \uc218\ud559\uc801 \ubaa8\ub378<\/h3>\n
\n GloVe\ub294 \ub2e8\uc5b4 \uc30d \\(i\\)\uc640 \\(j\\)\uc5d0 \ub300\ud574 \ub2e4\uc74c\uc758 cost function\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4:\n <\/p>\n
J = \\sum_{i,j=1}^{V} f(X_{ij}) (u_i^T v_j + b_i + b_j - \\log(X_{ij}))^2<\/code><\/pre>\n\n \uc5ec\uae30\uc11c \\(X_{ij}\\)\ub294 \ub2e8\uc5b4 \\(i\\)\uc640 \ub2e8\uc5b4 \\(j\\)\uc758 \ub3d9\uc2dc \ubc1c\uc0dd \ube48\ub3c4, \\(u_i\\)\uc640 \\(v_j\\)\ub294 \uac01\uac01 \ub2e8\uc5b4 \\(i\\)\uc640 \ub2e8\uc5b4 \\(j\\)\uc758 \ubca1\ud130 \ud45c\ud604\uc785\ub2c8\ub2e4. \\(b_i\\)\uc640 \\(b_j\\)\ub294 \ubc14\uc774\uc5b4\uc2a4 \ud56d\uc73c\ub85c, \ub2e8\uc5b4\uc758 \uace0\uc720\ud55c \ud2b9\uc131\uc744 \ubcf4\uc644\ud569\ub2c8\ub2e4.<\/p>\n
\ud568\uc218 \\(f(x)\\)\ub294 \ub3d9\uc2dc \ubc1c\uc0dd \ube48\ub3c4\uc758 \uc2a4\ucf00\uc77c\ub9c1\uc744 \uc870\uc815\ud558\ub294 \uc5ed\ud560\uc744 \ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ud615\ud0dc\ub97c \uac00\uc9d1\ub2c8\ub2e4:\n <\/p>\n
f(x) = \\left\\{\n \\begin{array}{ll}\n (x\/x_{max})^{\\alpha} & \\text{if } x < x_{max} \\\\\n 1 & \\text{if } x \\geq x_{max}\n \\end{array}\n \\right.<\/code><\/pre>\n3. GloVe\ub97c \ud2b8\ub808\uc774\ub529\uc5d0 \uc751\uc6a9\ud558\uae30<\/h2>\n
\n GloVe\ub97c \ud1b5\ud574 \uae08\uc735 \ub370\uc774\ud130\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \uc815\ubcf4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc7ac\ubb34 \ubcf4\uace0\uc11c, \ub274\uc2a4 \ud2b8\ub9ac\uac70, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uc5b8\uae09 \ubc0f \uae30\ud0c0 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801\uc778 \uae30\uc0ac\ub97c \uae30\ubc18\uc73c\ub85c \uc8fc\uc2dd\uc758 \uac00\uaca9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
3.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\n \uae08\uc735 \uc2dc\uc7a5 \ub370\uc774\ud130\uc640 \uad00\ub828\ub41c \ud14d\uc2a4\ud2b8\ub97c \uc218\uc9d1\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n
\n- \ub274\uc2a4 \uc544\ud2f0\ud074 \ubc0f \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130 \uc218\uc9d1<\/li>\n
- \ub370\uc774\ud130 \uc804\ucc98\ub9ac(\uc911\ubcf5 \uc81c\uac70, \uad6c\ub450\uc810 \uc81c\uac70 \ub4f1)<\/li>\n
- \ub2e8\uc5b4 \ud1a0\ud070\ud654 \ubc0f \uc815\uaddc\ud654<\/li>\n<\/ol>\n
3.2 GloVe \ubaa8\ub378 \ud559\uc2b5<\/h3>\n
\n \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \ud1a0\ub300\ub85c GloVe \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. Python\uc758 glove<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 GloVe \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4:\n <\/p>\nfrom glove import Corpus, Glove\n\n# \ub370\uc774\ud130 \uc900\ube44 \ub2e8\uacc4\ncorpus = Corpus()\ncorpus.fit(sentences, window=10)\nglove = Glove(no_components=100, learning_rate=0.05)\nglove.fit(corpus, epochs=30, no_threads=4, verbose=True)\nglove.add_dictionary(corpus.dictionary)<\/code><\/pre>\n3.3 \ubca1\ud130 \ud45c\ud604 \ud65c\uc6a9<\/h3>\n
\n \ud559\uc2b5\ub41c GloVe \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uae08\uc735 \ub370\uc774\ud130\uc758 \ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \ud30c\uc545\ud558\uace0, \ud2b9\uc815 \ub2e8\uc5b4\uac00 \uae08\uc735 \uc2dc\uc7a5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4. \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n
\n GloVe\ub85c \uc0dd\uc131\ud55c \ubca1\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc5b4 \ubca1\ud130\uc758 \uc720\uc0ac\ub3c4\ub97c \ubd84\uc11d\ud558\uac70\ub098 \ub2e4\ub978 \ud2b9\uc131\uacfc \uacb0\ud569\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc218\uc758 \uae30\uacc4 \ud559\uc2b5 \uae30\ubc95\uc744 \uc801\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4.1 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc640 \uac00\uaca9 \ub370\uc774\ud130 \uacb0\ud569<\/h3>\n
\n \ubca1\ud130\ud654\ub41c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc640 \uae30\ubcf8\uc801\uc778 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc608\uce21 \ubaa9\ud45c\ub97c \uc815\uc758\ud558\uace0, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ub2e8\uacc4\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ud2b9\uc9d5\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.\n <\/p>\n
4.2 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uac1c\uc120<\/h3>\n
\n \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc744 \ud1b5\ud55c \uac1c\uc120\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \uacfc\uc801\ud569\uc744 \uc608\ubc29\ud558\uae30 \uc704\ud574 \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5. \ucd5c\uc2e0 \ud2b8\ub80c\ub4dc \ubc0f Future Directions<\/h2>\n
\n GloVe\uc640 \uac19\uc740 \uc784\ubca0\ub529 \uae30\ubc95\uc740 NLP \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc740 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \uc55e\uc73c\ub85c\ub3c4 \ub354\uc6b1 \uc9c4\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c, \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654 \ubc0f \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc5ed\uc2dc \uc9c4\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 \ud328\ub7ec\ub2e4\uc784\uc774 \ub4f1\uc7a5\ud560 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Transformer \uae30\ubc18\uc758 \ubaa8\ub378\uc774\ub098 BERT, GPT-3\uc640 \uac19\uc740 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5.1 \uae30\uacc4 \ud559\uc2b5\uc758 \ubc1c\uc804<\/h3>\n
\n \uae30\uacc4 \ud559\uc2b5 \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ubd84\uc11d \uae30\uc220\ub3c4 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \uac00\ub2a5\ud574\uc9d0\uc5d0 \ub530\ub77c \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5.2 \uc778\uacf5\uc9c0\ub2a5\uc758 \uc724\ub9ac\uc801 \uace0\ub824\uc0ac\ud56d<\/h3>\n
\n \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uae30\uacc4 \ud559\uc2b5\uc758 \uc0ac\uc6a9\uc740 \uc724\ub9ac\uc801 \uace0\ub824\uc0ac\ud56d\uc774 \ubc18\ub4dc\uc2dc \uc218\ubc18\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc120\ud0dd, \uc54c\uace0\ub9ac\uc998\uc758 \ud3b8\ud5a5 \ubc0f \ud22c\uc790\uc790\uc758 \uc911\uc694\ud55c \uacb0\uc815\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uc2e0\uc911\ud788 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n
\uacb0\ub860<\/h2>\n
\n \uc624\ub298\ub0a0\uc758 \ud2b8\ub808\uc774\ub529 \ud658\uacbd\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. GloVe\uc640 \uac19\uc740 NLP \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uc6b0\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\ub2a5\uc744 \ud55c\uce35 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc218\uc9d1\ub41c \ub370\uc774\ud130\uc758 \ud488\uc9c8, \ubaa8\ub378\uc758 \uc801\ud569\uc131, \uadf8\ub9ac\uace0 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc758 \ub3c4\uc785\uc740 \ubaa8\ub450 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc218\ub9bd\uc5d0 \uc788\uc5b4\uc11c \uc911\uc694\ud55c \uc694\uc18c\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n
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\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc740 \uc815\ud655\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc608\uce21\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uc624\ub298\ub0a0 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc774\ub7ec\ud55c \uc608\uce21\uc744 \uac00\ub2a5\ud558\uac8c \ub9cc\ub4dc\ub294 \ud575\uc2ec \uae30\uc220\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc18c\uc15c \ubbf8\ub514\uc5b4, \ub274\uc2a4, \uc7ac\ubb34 \ubcf4\uace0\uc11c \ub4f1\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uc2dc\uc7a5\uc758 \ud750\ub984\uc744 \uc608\uce21\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 GloVe(Global Vectors for Word Representation) \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ud45c\ud604\ud558\uace0, \uc774\ub97c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, GloVe \ub2e8\uc5b4 \ud45c\ud604\uc744 \uc704\ud55c \uae00\ub85c\ubc8c \ubca1\ud130”<\/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-28672","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, GloVe \ub2e8\uc5b4 \ud45c\ud604\uc744 \uc704\ud55c \uae00\ub85c\ubc8c \ubca1\ud130 - 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