{"id":28795,"date":"2024-10-27T16:15:06","date_gmt":"2024-10-27T16:15:06","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28795"},"modified":"2024-11-26T06:57:35","modified_gmt":"2024-11-26T06:57:35","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ea%b0%9d%ec%b2%b4-%ed%83%90%ec%a7%80%ec%99%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28795\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560"},"content":{"rendered":"<p><body><\/p>\n<p>\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uc811\uadfc\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub97c \uac00\ub2a5\ud558\uac8c \ud574\uc8fc\uba70, \ud2b9\ud788 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ucd9c\ubc1c\ud558\uc5ec \uc911\uc694 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \uace0\uc18d \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uac15\ud654\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ud2b8\ub80c\ub4dc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560 \uae30\uc220\uc774 \ub5a0\uc624\ub974\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \uba85\uc2dc\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774\ub3c4 \uc2dc\uc2a4\ud15c\uc774 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ub294 \ud1b5\uacc4\ud559\uc801 \uae30\ubc95\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub370\uc774\ud130\ub97c \uc785\ub825\ubc1b\uc544 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.2 \ub525\ub7ec\ub2dd\uc774\ub780?<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \ud559\uc2b5 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uce35 \uad6c\uc870\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \ucd94\ucd9c\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560<\/h2>\n<h3>3.1 \uac1d\uccb4 \ud0d0\uc9c0(Object Detection)<\/h3>\n<p>\uac1d\uccb4 \ud0d0\uc9c0\ub294 \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624\uc5d0\uc11c \ud2b9\uc815 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\uace0 \uadf8 \uc704\uce58\ub97c \ud45c\uc2dc\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac70\ub798 \ucc28\ud2b8\uc5d0\uc11c \ud2b9\uc815 \ud328\ud134\uc774\ub098 \uc9c0\ud45c\ub97c \uc790\ub3d9\uc73c\ub85c \uc778\uc2dd\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uac1d\uccb4 \ubd84\ud560(Image Segmentation)<\/h3>\n<p>\uac1d\uccb4 \ubd84\ud560\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac01 \ud53d\uc140\uc774 \uc5b4\ub5a4 \uac1d\uccb4\uc5d0 \uc18d\ud558\ub294\uc9c0\ub97c \uad6c\ubd84\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub354 \uc138\ubc00\ud55c \ubd84\uc11d\uc774 \uac00\ub2a5\ud574\uc9c0\uba70, \uae08\uc735 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134 \ubc0f \ubcc0\ub3d9\uc131\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc758 \uc801\uc6a9<\/h2>\n<h3>4.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2e4\ud328\uc758 \uac00\uc7a5 \ud070 \uc6d0\uc778\uc740 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ub370\uc774\ud130 \uc218\uc9d1 \uc2dc \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ucd9c\ucc98\uc5d0\uc11c\uc758 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud574\uc57c \ud569\ub2c8\ub2e4. \ub610\ud55c, \uacb0\uce21\uce58 \ucc98\ub9ac, \ub370\uc774\ud130 \uc815\uaddc\ud654 \ub4f1 \ub2e4\uc591\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \ud1b5\ud574 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc120\ud0dd<\/h3>\n<p>\ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc874\uc7ac\ud558\uc9c0\ub9cc, \uc8fc\uc5b4\uc9c4 \ubb38\uc81c\uc5d0 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud68c\uadc0 \ubb38\uc81c\uc5d0\ub294 \uc120\ud615 \ud68c\uadc0 \ub610\ub294 \uacb0\uc815 \ub098\ubb34\uac00 \uc801\ud569\ud560 \uc218 \uc788\uc73c\uba70, \ubd84\ub958 \ubb38\uc81c\uc5d0\ub294 SVM(Support Vector Machine) \ub610\ub294 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uac00 \uc720\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3 \uac1d\uccb4 \ud0d0\uc9c0\ub97c \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \ucd5c\uc801\ud654<\/h3>\n<p>\uac1d\uccb4 \ud0d0\uc9c0 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac00\uaca9 \ucc28\ud2b8\uc5d0\uc11c \ud2b9\uc815 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uba74, \ub9e4\ub9e4 \uc2dc\uc810\uc744 \ub354\uc6b1 \uc815\ud655\ud558\uac8c \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CNN(Convolutional Neural Network)\uc744 \ud65c\uc6a9\ud55c \ud0d0\uc9c0 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \ud328\ud134 \uc778\uc2dd\uc758 \uc131\ub2a5\uc744 \ub192\uc5ec\uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.4 \ubd84\ud560\uc744 \ud1b5\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n<p>\uc704\ud5d8 \uad00\ub9ac \ub610\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uac1d\uccb4 \ubd84\ud560 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9ac\uc2a4\ud06c\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0, \uc801\uc808\ud55c \uc190\uc808\ub9e4 \ubc0f \uc774\uc775 \uc2e4\ud604 \uae30\uc900\uc744 \uc124\uc815\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. Python\uc744 \uc774\uc6a9\ud55c \uad6c\ud604<\/h2>\n<h3>5.1 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n<pre><code>pip install numpy pandas scikit-learn tensorflow keras opencv-python<\/code><\/pre>\n<h3>5.2 \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac \ucf54\ub4dc \uc608\uc2dc<\/h3>\n<pre><code>\nimport pandas as pd\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('trading_data.csv')\n\n# \uacb0\uce21\uce58 \ucc98\ub9ac\ndata.fillna(method='ffill', inplace=True)\n\n# \ub370\uc774\ud130 \uc815\uaddc\ud654\ndata = (data - data.mean()) \/ data.std()\n    <\/code><\/pre>\n<h3>5.3 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560 \ubaa8\ub378 \uad6c\ud604<\/h3>\n<pre><code>\nfrom keras.models import Sequential\nfrom keras.layers import Conv2D, MaxPooling2D, Flatten, Dense\n\n# CNN \ubaa8\ub378 \uad6c\uc131\nmodel = Sequential()\nmodel.add(Conv2D(32, (3,3), activation='relu', input_shape=(64, 64, 3)))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Flatten())\nmodel.add(Dense(units=128, activation='relu'))\nmodel.add(Dense(units=1, activation='sigmoid'))\n\nmodel.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n    <\/code><\/pre>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub97c \ud615\uc131\ud560 \uc911\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \ub9cc\ub4e4\uc5b4\uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud574\uc11c\ub294 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\ud5d8\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>7. FAQ<\/h2>\n<h3>Q1: \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130\ub294 \uc5b4\ub5bb\uac8c \ud655\ubcf4\ud558\ub098\uc694?<\/h3>\n<p>A1: \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uacf5\uae09\uc5c5\uccb4\uc640 API\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uac70\ub098, \uc628\ub77c\uc778\uc73c\ub85c \uacf5\uac1c\ub41c \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>Q2: \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ub9ac\uc2a4\ud06c\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/h3>\n<p>A2: \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc2dc\uc2a4\ud15c \uc624\uc791\ub3d9, \uc2dc\uc7a5 \ubcc0\ub3d9\uc131, \ub370\uc774\ud130 \ud488\uc9c8 \ubb38\uc81c \ub4f1 \uc5ec\ub7ec \ub9ac\uc2a4\ud06c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub9ac\uc2a4\ud06c \uad00\ub9ac \uc804\ub7b5\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>Q3: \ucc98\uc74c \uc2dc\uc791\ud558\ub294 \ub370 \uac00\uc7a5 \uc801\ud569\ud55c \uc5b8\uc5b4\uc640 \ub3c4\uad6c\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/h3>\n<p>A3: Python\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c \uc778\ud574 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998 \uad6c\ud604\uc5d0 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc5b8\uc5b4\uc785\ub2c8\ub2e4.<\/p>\n<h3>Q4: \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud55c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/h3>\n<p>A4: OpenCV, TensorFlow \ubc0f PyTorch\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560\uc744 \uc218\ud589\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h2>8. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ul>\n<li>Goodfellow, Ian, et al. &#8220;Deep Learning.&#8221; MIT press, 2016.<\/li>\n<li>Alpaydin, Ethem. &#8220;Introduction to Machine Learning.&#8221; MIT Press, 2020.<\/li>\n<li>Geron, Aur\u00e9lien. &#8220;Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow.&#8221; O&#8217;Reilly Media, 2019.<\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uc811\uadfc\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub97c \uac00\ub2a5\ud558\uac8c \ud574\uc8fc\uba70, \ud2b9\ud788 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ucd9c\ubc1c\ud558\uc5ec \uc911\uc694 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4. 1. \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \uace0\uc18d \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28795\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560&#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":[29],"tags":[],"class_list":["post-28795","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560 - \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\/28795\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uc811\uadfc\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub97c \uac00\ub2a5\ud558\uac8c \ud574\uc8fc\uba70, \ud2b9\ud788 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ucd9c\ubc1c\ud558\uc5ec \uc911\uc694 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4. 1. \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \uace0\uc18d \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 &hellip; \ub354 \ubcf4\uae30 &quot;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28795\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:15:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:57:35+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\/28795\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28795\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560\",\"datePublished\":\"2024-10-27T16:15:06+00:00\",\"dateModified\":\"2024-11-26T06:57:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28795\/\"},\"wordCount\":57,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/28795\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28795\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-27T16:15:06+00:00\",\"dateModified\":\"2024-11-26T06:57:35+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28795\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/28795\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/28795\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560\"}]},{\"@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":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560 - \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\/28795\/","og_locale":"ko_KR","og_type":"article","og_title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uc811\uadfc\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub97c \uac00\ub2a5\ud558\uac8c \ud574\uc8fc\uba70, \ud2b9\ud788 \uac1d\uccb4 \ud0d0\uc9c0 \ubc0f \ubd84\ud560 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ucd9c\ubc1c\ud558\uc5ec \uc911\uc694 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4. 1. \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \uace0\uc18d \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 &hellip; \ub354 \ubcf4\uae30 \"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560\"","og_url":"https:\/\/atmokpo.com\/w\/28795\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-27T16:15:06+00:00","article_modified_time":"2024-11-26T06:57:35+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\/28795\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/28795\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560","datePublished":"2024-10-27T16:15:06+00:00","dateModified":"2024-11-26T06:57:35+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/28795\/"},"wordCount":57,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/28795\/","url":"https:\/\/atmokpo.com\/w\/28795\/","name":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-27T16:15:06+00:00","dateModified":"2024-11-26T06:57:35+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/28795\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/28795\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/28795\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uac1d\uccb4 \ud0d0\uc9c0\uc640 \ubd84\ud560"}]},{"@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":[{"id":29171,"url":"https:\/\/atmokpo.com\/w\/29171\/","url_meta":{"origin":28795,"position":0},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \uac1c\ucc99\uc790\ub294 \uc778\uac04\ubcf4\ub2e4 \uc6b0\uc704\uc5d0 \uc788\ub2e4","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc758 \uc9c0\uc18d\uc801\uc778 \ubcc0\ub3d9\uc131\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc6d0\ub9ac,\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29465,"url":"https:\/\/atmokpo.com\/w\/29465\/","url_meta":{"origin":28795,"position":1},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud45c\ubcf8 \uc678 \uc218\uc775\ub960\ub85c \uc804\uc9c4 \ubd84\uc11d","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144 \uac04 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud2b8\ub808\uc774\ub529 \ubc29\uc2dd\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ub9ce\uc740 \ud22c\uc790\uc790\uc640 \ud000\ud2b8\ub4e4\uc774 \uc801\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uac00\ub2a5\uc131\uc740 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc8fc\uc81c\uc778 \ud45c\ubcf8 \uc678 \uc218\uc775\ub960 \ubd84\uc11d(Out-of-Sample Return Analysis)\uae4c\uc9c0\ub97c \uc2ec\ub3c4 \uae4a\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28890,"url":"https:\/\/atmokpo.com\/w\/28890\/","url_meta":{"origin":28795,"position":2},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \ubc29\ubc95","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uae09\uaca9\ud788 \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud558\uace0, \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uae08\uc735 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc0c1 \ub2e8\uc704\uadfc(Stationarity) \ubb38\uc81c\ub294 \ud56d\uc0c1 \uace0\ub824\ud574\uc57c \ud560 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29291,"url":"https:\/\/atmokpo.com\/w\/29291\/","url_meta":{"origin":28795,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc804\uc774\ud559\uc2b5  \uc801\uc740 \ub370\uc774\ud130\ub85c \ub354 \ube60\ub978 \ud6c8\ub828","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144, \ucd5c\ucca8\ub2e8 \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \uac70\ub798\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28902,"url":"https:\/\/atmokpo.com\/w\/28902\/","url_meta":{"origin":28795,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub300\uccb4 \ub370\uc774\ud130 \ud3c9\uac00\ub97c \uc704\ud55c \uae30\uc900","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc791\uc131\uc77c: 2023\ub144 10\uc6d4 7\uc77c \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ube44\uc120\ud615\uc131\uc73c\ub85c \uc778\ud574 \uc804\ud1b5\uc801\uc778 \ubd84\uc11d \ubc29\ubc95\ub9cc\uc73c\ub85c\ub294 \ud6a8\uc728\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uacfc \uac19\uc740 \ucd5c\uc2e0 \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc774 \ubd80\uac01\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud2b9\uc815\ud55c \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\ub294 \ub370 \uac15\ub825\ud55c \ub2a5\ub825\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29213,"url":"https:\/\/atmokpo.com\/w\/29213\/","url_meta":{"origin":28795,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc624\ud508\ud14c\uc774\ube14 \ub370\uc774\ud130 \uc2a4\ud06c\ub798\ud551","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144 10\uc6d4 3\uc77c | \ud2b8\ub808\uc774\ub529 | \uba38\uc2e0\ub7ec\ub2dd | \ub525\ub7ec\ub2dd 1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud558\uba74\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\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\ubcf8 \uac1c\ub150\uacfc \ubc29\ubc95\ub860\uc744 \uc18c\uac1c\ud558\uace0, \uc624\ud508\ud14c\uc774\ube14 \ub370\uc774\ud130\ub97c \uc2a4\ud06c\ub798\ud551\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28795","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=28795"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28795\/revisions"}],"predecessor-version":[{"id":28796,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28795\/revisions\/28796"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=28795"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=28795"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=28795"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}