{"id":25241,"date":"2024-10-26T09:53:17","date_gmt":"2024-10-26T09:53:17","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25241"},"modified":"2024-11-26T08:02:25","modified_gmt":"2024-11-26T08:02:25","slug":"06-09-%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%86%8c%ed%94%84%ed%8a%b8%eb%a7%a5%ec%8a%a4-%ed%9a%8c%ea%b7%80-softmax-regres","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25241\/","title":{"rendered":"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub180\ub77c\uc6b4 \uc131\uacfc\uac00 \uc774\ub8e8\uc5b4\uc84c\uc73c\uba70, \uadf8 \uc911\uc2ec\uc5d0\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0(Softmax Regression)\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ud65c\uc6a9 \uc0ac\ub840, \uad6c\ud604 \ubc29\ubc95 \ubc0f \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uc5ec\ub7ec \ud074\ub798\uc2a4 \uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud558\ub294 \ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc120\ud615 \ud68c\uadc0\uc640 \ube44\uc2b7\ud558\uac8c, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uc785\ub825 \ud2b9\uc131\uc758 \uac00\uc911\uce58 \ud569\uc744 \ucd9c\ub825\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \ucd9c\ub825\uce35\uc5d0\uc11c \ud65c\uc131\ud654 \ud568\uc218\ub85c \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218(Softmax Function)\ub97c \uc0ac\uc6a9\ud558\uc5ec, \uac01 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ud655\ub960\uc744 \uc0b0\ucd9c\ud569\ub2c8\ub2e4. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\uc758\ub429\ub2c8\ub2e4:<\/p>\n<pre><code>Softmax(z_i) = (exp(z_i)) \/ (\u03a3(exp(z_j)))<\/code><\/pre>\n<p>\uc5ec\uae30\uc11c z_i\ub294 i\ubc88\uc9f8 \ud074\ub798\uc2a4\uc758 \uc810\uc218, z_j\ub294 \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc758 \uc810\uc218\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uba74 \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc758 \ucd9c\ub825 \uac12\uc774 0\uacfc 1 \uc0ac\uc774\uc758 \uac12\uc73c\ub85c \ubcc0\ud658\ub418\uace0, \uc774 \uac12\ub4e4\uc758 \ud569\uc740 1\uc774 \ub429\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\ub294 \ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uac01 \ud074\ub798\uc2a4\uc5d0 \uc18d\ud560 \ud655\ub960\uc744 \ub098\ud0c0\ub0b4\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uc218\ud559\uc801 \ubc30\uacbd<\/h3>\n<p>\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uc8fc\ub85c \uc190\uc2e4 \ud568\uc218\ub85c \ud06c\ub85c\uc2a4 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4 \ud568\uc218(Cross-Entropy Loss Function)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \ud06c\ub85c\uc2a4 \uc5d4\ud2b8\ub85c\ud53c\ub294 \ubaa8\ub378\uc758 \ucd9c\ub825 \ud655\ub960 \ubd84\ud3ec\uc640 \uc2e4\uc81c \ub808\uc774\ube14 \ubd84\ud3ec \uac04\uc758 \ucc28\uc774\ub97c \uce21\uc815\ud558\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc774 \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \uac83\uc774 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \ubaa9\ud45c\uc785\ub2c8\ub2e4. \uc218\uc2dd\uc73c\ub85c \ud45c\ud604\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>L = - \u03a3(y_i * log(p_i))<\/code><\/pre>\n<p>\uc5ec\uae30\uc11c y_i\ub294 \uc2e4\uc81c \ub808\uc774\ube14, p_i\ub294 \uc608\uce21\ub41c \ud655\ub960 \uac12\uc785\ub2c8\ub2e4. \uc774 \uc2dd\uc740 \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 \ud569\uc0b0\ub41c \ud06c\ub85c\uc2a4 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<h2>2. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \uc751\uc6a9<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \ubb38\uc11c \uc8fc\uc81c \ubd84\ub958 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uac01 \ud074\ub798\uc2a4\uac00 \ubb38\uc11c\uc758 \uc8fc\uc81c \ub610\ub294 \uac10\uc815\uc744 \ub098\ud0c0\ub0b4\uba74, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uc8fc\uc5b4\uc9c4 \uc785\ub825\uc5d0 \ub300\ud574 \uc18d\ud560 \ud074\ub798\uc2a4\uc758 \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h3>2.1 \ud14d\uc2a4\ud2b8 \ubd84\ub958<\/h3>\n<p>\ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ud2b9\uc815 \ud14d\uc2a4\ud2b8\uac00 \uc5b4\ub5a4 \uce74\ud14c\uace0\ub9ac\uc5d0 \uc18d\ud558\ub294\uc9c0\ub97c \ud310\ub2e8\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac\ub97c \uc2a4\ud3ec\uce20, \uc815\uce58, \uacbd\uc81c \ub4f1\uc73c\ub85c \ubd84\ub958\ud558\ub294 \ubb38\uc81c\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c TF-IDF \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uace0, \uc774 \ubca1\ud130\ub97c \uc785\ub825\uc73c\ub85c \ud558\uc5ec \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \ud559\uc2b5\ub41c \ubaa8\ub378\uc740 \uc0c8\ub85c\uc6b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc654\uc744 \ub54c \ud574\ub2f9 \ud14d\uc2a4\ud2b8\uac00 \uc5b4\ub290 \uce74\ud14c\uace0\ub9ac\uc5d0 \uc18d\ud558\ub294\uc9c0\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.2 \uac10\uc815 \ubd84\uc11d<\/h3>\n<p>\uac10\uc815 \ubd84\uc11d\uc740 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uac10\uc815\uc744 \ucd94\ucd9c\ud558\ub294 \uacfc\uc815\uc73c\ub85c, \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801 \uac10\uc815\uc744 \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc601\ud654 \ub9ac\ubdf0\uac00 \uae0d\uc815\uc801\uc778\uc9c0 \ubd80\uc815\uc801\uc778\uc9c0\ub97c \ud310\ub2e8\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uacbd\uc6b0\uc5d0\ub3c4 \ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc5d0 \uc785\ub825\uc2dc\ud0a4\uace0, \uac01 \uac10\uc815 \ud074\ub798\uc2a4\uc5d0 \uc18d\ud560 \ud655\ub960\uc744 \uc608\uce21\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>2.3 \ubb38\uc11c \uc8fc\uc81c \ubd84\ub958<\/h3>\n<p>\ubb38\uc11c\uc758 \uc8fc\uc81c\ub97c \ubd84\uc11d\ud558\uc5ec \uc774\ub97c \ud2b9\uc815 \ud074\ub798\uc2a4\ub85c \ubd84\ub958\ud558\ub294 \uc791\uc5c5\ub3c4 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uc751\uc6a9 \ubd84\uc57c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc8fc\uc81c \ubd84\ub958\ub294 \uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c \uc911\uc694\ud55c \uc791\uc5c5 \uc911 \ud558\ub098\ub85c, \uac01 \ubb38\uc11c\uac00 \uc5b4\ub5a4 \uc8fc\uc81c\uc5d0 \uc18d\ud558\ub294\uc9c0\ub97c \uc54c\uace0 \uc2f6\uc744 \ub54c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uc791\uc5c5 \uc5ed\uc2dc \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud1b5\ud574 \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \uc5ec\ub7ec \uc8fc\uc81c \ud074\ub798\uc2a4 \uac04\uc758 \uacbd\uc7c1 \uad00\uacc4\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \uc8fc\uc81c\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378 \uad6c\ucd95\ud558\uae30<\/h2>\n<p>\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac:<\/strong> \ud544\uc694\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \ubd88\ud544\uc694\ud55c \ud2b9\uc131 \uc81c\uac70, \uc18c\ubb38\uc790 \ubcc0\ud658, \ud2b9\uc218 \ubb38\uc790 \uc81c\uac70 \ub4f1\uc758 \uc804\ucc98\ub9ac \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc131 \ucd94\ucd9c:<\/strong> TF-IDF, Word2Vec, GloVe\uc640 \uac19\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \uc815\uc758:<\/strong> \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc815\uc758\ud558\uace0, \ucd08\uae30 \uac00\uc911\uce58\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5:<\/strong> \ud06c\ub85c\uc2a4 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>3.1 \uc608\uc81c \ucf54\ub4dc<\/h3>\n<p>\uc544\ub798\ub294 Python\uacfc TensorFlow\ub97c \uc774\uc6a9\ud55c \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc758 \uac04\ub2e8\ud55c \uad6c\ud604 \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>import numpy as np\nimport tensorflow as tf\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.feature_extraction.text import TfidfVectorizer\n\n# \ub370\uc774\ud130\uc14b \ub85c\ub4dc\ntexts = [\"\ubb38\uc11c A\uc758 \ub0b4\uc6a9\", \"\ubb38\uc11c B\uc758 \ub0b4\uc6a9\", ...]\nlabels = [0, 1, ...]  # \ud074\ub798\uc2a4 \ub808\uc774\ube14 (0: \ud074\ub798\uc2a41, 1: \ud074\ub798\uc2a42)\n\n# \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f TF-IDF \ubcc0\ud658\nvectorizer = TfidfVectorizer(max_features=1000)\nX = vectorizer.fit_transform(texts).toarray()\ny = tf.keras.utils.to_categorical(labels)\n\n# \ud6c8\ub828 \ubc0f \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b \ubd84\ud560\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n\n# \ubaa8\ub378 \uc815\uc758\nmodel = tf.keras.models.Sequential()\nmodel.add(tf.keras.layers.Dense(units=64, activation='relu', input_shape=(X_train.shape[1],)))\nmodel.add(tf.keras.layers.Dense(units=len(np.unique(labels)), activation='softmax'))\n\n# \ubaa8\ub378 \ucef4\ud30c\uc77c\nmodel.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# \ubaa8\ub378 \ud559\uc2b5\nmodel.fit(X_train, y_train, epochs=10, batch_size=32, validation_split=0.2)\n\n# \ubaa8\ub378 \ud3c9\uac00\nloss, accuracy = model.evaluate(X_test, y_test)\nprint(f\"Test Accuracy: {accuracy * 100:.2f}%\")<\/code><\/pre>\n<h2>4. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \ud55c\uacc4\uc640 \uac1c\uc120 \ubc29\uc548<\/h2>\n<p>\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uac15\ub825\ud55c \ubd84\ub958 \ub3c4\uad6c\uc774\uc9c0\ub9cc, \uba87 \uac00\uc9c0 \ud55c\uacc4\uc810\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ud55c\uacc4\uc810<\/h3>\n<ul>\n<li><strong>\uc120\ud615\uc131 \uac00\uc815:<\/strong> \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uc785\ub825 \ud2b9\uc131\uacfc \ud074\ub798\uc2a4 \uac04\uc758 \uc120\ud615 \uad00\uacc4\ub97c \uac00\uc815\ud569\ub2c8\ub2e4. \ube44\uc120\ud615 \uad00\uacc4\uac00 \uc874\uc7ac\ud560 \uacbd\uc6b0 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc131\uc758 \uc0c1\uad00\uad00\uacc4:<\/strong> \ud2b9\uc131 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\uac00 \uac15\ud560 \uacbd\uc6b0, \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc911 \ud074\ub798\uc2a4 \ubb38\uc81c:<\/strong> \ud074\ub798\uc2a4 \uc218\uac00 \ub9ce\uc544\uc9c8\uc218\ub85d \ud559\uc2b5\uc774 \ubcf5\uc7a1\ud574\uc9c0\uace0, \uacfc\uc801\ud569(overfitting) \ud604\uc0c1\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.2 \uac1c\uc120 \ubc29\uc548<\/h3>\n<ul>\n<li><strong>\ube44\uc120\ud615 \ubaa8\ub378 \uc0ac\uc6a9:<\/strong> \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ube44\uc120\ud615\uc131\uc744 \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\uaddc\ud654 \uae30\ubc95 \uc801\uc6a9:<\/strong> L1, L2 \uc815\uaddc\ud654 \ub4f1\uc744 \ud1b5\ud574 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc559\uc0c1\ube14 \uae30\ubc95:<\/strong> \uc5ec\ub7ec \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \uc131\ub2a5\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc73c\ub85c, \ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc751\uc6a9 \uc0ac\ub840\uc640 \uc2ec\ud654 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ub525\ub7ec\ub2dd \uae30\uc220\uacfc\uc758 \uacb0\ud569\uc744 \ud1b5\ud574 \ub354\uc6b1 \uc815\ud655\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ubbf8\ub798\uc5d0 \ud070 \uae30\uc5ec\ub97c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\ub3c4 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc5f0\uad6c\uac00 \uc774\uc5b4\uc9c0\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\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub180\ub77c\uc6b4 \uc131\uacfc\uac00 \uc774\ub8e8\uc5b4\uc84c\uc73c\uba70, \uadf8 \uc911\uc2ec\uc5d0\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0(Softmax Regression)\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ud65c\uc6a9 \uc0ac\ub840, \uad6c\ud604 \ubc29\ubc95 \ubc0f \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25241\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)&#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-25241","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>06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression) - \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\/25241\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression) - \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\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub180\ub77c\uc6b4 \uc131\uacfc\uac00 \uc774\ub8e8\uc5b4\uc84c\uc73c\uba70, \uadf8 \uc911\uc2ec\uc5d0\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0(Softmax Regression)\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ud65c\uc6a9 \uc0ac\ub840, \uad6c\ud604 \ubc29\ubc95 \ubc0f \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. &hellip; \ub354 \ubcf4\uae30 &quot;06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25241\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:53:17+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\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/25241\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25241\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)\",\"datePublished\":\"2024-10-26T09:53:17+00:00\",\"dateModified\":\"2024-11-26T08:02:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25241\/\"},\"wordCount\":33,\"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\/25241\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25241\/\",\"name\":\"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-26T09:53:17+00:00\",\"dateModified\":\"2024-11-26T08:02:25+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25241\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/25241\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/25241\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/25241\/","og_locale":"ko_KR","og_type":"article","og_title":"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub180\ub77c\uc6b4 \uc131\uacfc\uac00 \uc774\ub8e8\uc5b4\uc84c\uc73c\uba70, \uadf8 \uc911\uc2ec\uc5d0\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0(Softmax Regression)\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ud65c\uc6a9 \uc0ac\ub840, \uad6c\ud604 \ubc29\ubc95 \ubc0f \ub2e4\uc591\ud55c \uc751\uc6a9\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. &hellip; \ub354 \ubcf4\uae30 \"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)\"","og_url":"https:\/\/atmokpo.com\/w\/25241\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-26T09:53:17+00:00","article_modified_time":"2024-11-26T08:02:25+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/25241\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/25241\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)","datePublished":"2024-10-26T09:53:17+00:00","dateModified":"2024-11-26T08:02:25+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/25241\/"},"wordCount":33,"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\/25241\/","url":"https:\/\/atmokpo.com\/w\/25241\/","name":"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-26T09:53:17+00:00","dateModified":"2024-11-26T08:02:25+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/25241\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/25241\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/25241\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"06-09 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud68c\uadc0 (Softmax Regression)"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25241","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=25241"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25241\/revisions"}],"predecessor-version":[{"id":25242,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25241\/revisions\/25242"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25241"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25241"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25241"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}