{"id":30148,"date":"2024-10-28T03:19:49","date_gmt":"2024-10-28T03:19:49","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30148"},"modified":"2024-11-26T06:49:42","modified_gmt":"2024-11-26T06:49:42","slug":"%eb%94%a5%eb%9f%ac%eb%8b%9d-%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c-%ed%95%a9%ec%84%b1%ea%b3%b1-%ec%8b%a0%ea%b2%bd%eb%a7%9d-%ea%b5%ac%ec%a1%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30148\/","title":{"rendered":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870"},"content":{"rendered":"<p><body><\/p>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\n        \ub525\ub7ec\ub2dd\uc740 \uae30\uacc4\ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc758 \uc8fc\uc694\ud55c \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(Convolutional Neural Networks, CNN)\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubc0f \ucc98\ub9ac\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uad6c\uc870\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec CNN\uc758 \uae30\ubcf8 \uad6c\uc870\uc640 \ub3d9\uc791 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>2. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\n        \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:\n    <\/p>\n<ul>\n<li><strong>\ud569\uc131\uacf1 \uce35(Convolutional Layer)<\/strong>: \uc774\ubbf8\uc9c0\uc640 \uac19\uc740 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uce35\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud480\ub9c1 \uce35(Pooling Layer)<\/strong>: \ud2b9\uc9d5 \ub9f5\uc758 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud558\uc5ec \uacc4\uc0b0\ub7c9\uc744 \uc904\uc774\uace0 \ubd88\ubcc0\uc131\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc644\uc804 \uc5f0\uacb0 \uce35(Fully Connected Layer)<\/strong>: \ub124\ud2b8\uc6cc\ud06c\uc758 \ub9c8\uc9c0\ub9c9 \ub2e8\uacc4\uc5d0\uc11c \ud074\ub798\uc2a4\ub97c \ubd84\ub958\ud558\uae30 \uc704\ud55c \uce35\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870<\/h2>\n<p>\n        \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n    <\/p>\n<ol>\n<li>\uc785\ub825\uce35: \uc6d0\ubcf8 \uc774\ubbf8\uc9c0\uac00 \uc785\ub825\ub429\ub2c8\ub2e4.<\/li>\n<li>\ud569\uc131\uacf1\uce35: \uc785\ub825 \uc774\ubbf8\uc9c0\uc5d0 \ud544\ud130\ub97c \uc801\uc6a9\ud558\uc5ec \ud2b9\uc9d5 \ub9f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud65c\uc131\ud654\uce35(ReLU): \ube44\uc120\ud615\uc131\uc744 \ucd94\uac00\ud558\uae30 \uc704\ud574 ReLU \ud65c\uc131\ud654 \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud480\ub9c1\uce35: \ud2b9\uc9d5 \ub9f5\uc758 \ud06c\uae30\ub97c \uc904\uc5ec \uacc4\uc0b0\ub7c9\uc744 \uac10\uc18c\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li>\uc644\uc804 \uc5f0\uacb0\uce35: \ub2e4\uc591\ud55c \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>4. \ud30c\uc774\ud1a0\uce58\ub85c CNN \uad6c\ud604\ud558\uae30<\/h2>\n<p>\n        \uc774\uc81c \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c CNN\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc6b0\ub9ac\ub294 Fashion MNIST \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc758\ub958 \uc774\ubbf8\uc9c0\ub97c \ubd84\ub958\ud560 \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n<h3>4.1. \ud658\uacbd \uc124\uc815<\/h3>\n<p>\n        \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud558\uace0 \uac00\uc838\uc635\ub2c8\ub2e4. \uc544\ub798 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud30c\uc774\ud1a0\uce58\ub97c \uc124\uce58\ud569\ub2c8\ub2e4:\n    <\/p>\n<pre><code>pip install torch torchvision<\/code><\/pre>\n<h3>4.2. \ub370\uc774\ud130\uc14b \ub85c\ub529<\/h3>\n<p>\n        Fashion MNIST \ub370\uc774\ud130\uc14b\uc744 \ub85c\ub4dc\ud558\uace0 \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub85c \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<pre><code>\nimport torch\nimport torchvision.transforms as transforms\nimport torchvision.datasets as datasets\nfrom torch.utils.data import DataLoader\n\n# \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ntransform = transforms.Compose([\n    transforms.ToTensor(),\n    transforms.Normalize((0.5,), (0.5,))\n])\n\n# \ud2b8\ub808\uc774\ub2dd \ubc0f \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b \ub85c\ub4dc\ntrain_dataset = datasets.FashionMNIST(root='.\/data', train=True, transform=transform, download=True)\ntest_dataset = datasets.FashionMNIST(root='.\/data', train=False, transform=transform)\n\n# \ub370\uc774\ud130\ub85c\ub354 \uc124\uc815\ntrain_loader = DataLoader(dataset=train_dataset, batch_size=64, shuffle=True)\ntest_loader = DataLoader(dataset=test_dataset, batch_size=64, shuffle=False)\n    <\/code><\/pre>\n<h3>4.3. CNN \ubaa8\ub378 \uc815\uc758<\/h3>\n<p>\n        CNN \ubaa8\ub378\uc744 \uc815\uc758\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub294 \ud569\uc131\uacf1\uce35, \ud65c\uc131\ud654\uce35, \ud480\ub9c1\uce35, \uc644\uc804 \uc5f0\uacb0\uce35\uc73c\ub85c \uad6c\uc131\ub41c \uac04\ub2e8\ud55c CNN\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4.\n    <\/p>\n<pre><code>\nimport torch.nn as nn\n\nclass CNN(nn.Module):\n    def __init__(self):\n        super(CNN, self).__init__()\n        self.conv1 = nn.Conv2d(1, 32, kernel_size=3, stride=1, padding=1)  # \uccab \ubc88\uc9f8 \ud569\uc131\uacf1\uce35\n        self.conv2 = nn.Conv2d(32, 64, kernel_size=3, stride=1, padding=1)  # \ub450 \ubc88\uc9f8 \ud569\uc131\uacf1\uce35\n        self.pool = nn.MaxPool2d(kernel_size=2, stride=2)  # \ucd5c\ub300 \ud480\ub9c1\uce35\n        self.fc1 = nn.Linear(64 * 7 * 7, 128)  # \uccab \ubc88\uc9f8 \uc644\uc804 \uc5f0\uacb0\uce35\n        self.fc2 = nn.Linear(128, 10)  # \ub450 \ubc88\uc9f8 \uc644\uc804 \uc5f0\uacb0\uce35\n\n    def forward(self, x):\n        x = self.pool(torch.relu(self.conv1(x)))  # \uccab \ubc88\uc9f8 \ud569\uc131\uacf1\uacfc \ud480\ub9c1\n        x = self.pool(torch.relu(self.conv2(x)))  # \ub450 \ubc88\uc9f8 \ud569\uc131\uacf1\uacfc \ud480\ub9c1\n        x = x.view(-1, 64 * 7 * 7)  # \ud150\uc11c\ub97c \ud3c9\ud0c4\ud654\n        x = torch.relu(self.fc1(x))  # \uccab \ubc88\uc9f8 \uc644\uc804 \uc5f0\uacb0\uce35\n        x = self.fc2(x)  # \ub450 \ubc88\uc9f8 \uc644\uc804 \uc5f0\uacb0\uce35\n        return x\n    <\/code><\/pre>\n<h3>4.4. \ubaa8\ub378 \ud6c8\ub828\ud558\uae30<\/h3>\n<p>\n        \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud574 \uc190\uc2e4 \ud568\uc218\uc640 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828\uc744 \uc704\ud55c \uc124\uc815\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<pre><code>\nimport torch.optim as optim\n\n# \ubaa8\ub378, \uc190\uc2e4\ud568\uc218 \ubc0f \ucd5c\uc801\ud654\uae30 \uc815\uc758\nmodel = CNN()\ncriterion = nn.CrossEntropyLoss()\noptimizer = optim.Adam(model.parameters(), lr=0.001)\n\n# \ubaa8\ub378 \ud6c8\ub828\nnum_epochs = 5\nfor epoch in range(num_epochs):\n    model.train()\n    running_loss = 0.0\n    for images, labels in train_loader:\n        optimizer.zero_grad()  # \uae30\uc6b8\uae30 \ucd08\uae30\ud654\n        outputs = model(images)  # \ubaa8\ub378\uc5d0 \ub300\ud55c \uc608\uce21\n        loss = criterion(outputs, labels)  # \uc190\uc2e4 \uacc4\uc0b0\n        loss.backward()  # \uc5ed\uc804\ud30c\n        optimizer.step()  # \uac00\uc911\uce58 \uac31\uc2e0\n        running_loss += loss.item()\n\n    print(f'Epoch [{epoch+1}\/{num_epochs}], Loss: {running_loss\/len(train_loader):.4f}')\n    <\/code><\/pre>\n<h3>4.5. \ubaa8\ub378 \ud3c9\uac00\ud558\uae30<\/h3>\n<p>\n        \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uc5ec \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\uc758 \uc815\ud655\ub3c4\ub97c \ud655\uc778\ud569\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud3c9\uac00\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<pre><code>\nmodel.eval()\ncorrect = 0\ntotal = 0\nwith torch.no_grad():\n    for images, labels in test_loader:\n        outputs = model(images)\n        _, predicted = torch.max(outputs.data, 1)\n        total += labels.size(0)\n        correct += (predicted == labels).sum().item()\n\nprint(f'Accuracy of the model on the test images: {100 * correct \/ total:.2f}%')\n    <\/code><\/pre>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\n        \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\uc778 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc758 \uae30\ubcf8 \uad6c\uc870\uc640 \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c \uc2e4\uc804 \uad6c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. CNN\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad6c\ubcc4\ud558\uace0 \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc744 \uc774\ud574\ud558\uc168\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc758 \uc138\uacc4\ub294 \ubb34\uad81\ubb34\uc9c4\ud558\uba70, \uc55e\uc73c\ub85c \ub9ce\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\uc2b5\uc744 \ud1b5\ud574 \uc2e4\ub825 \ud5a5\uc0c1\uc5d0 \ud798\uc4f0\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/p>\n<h2>6. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n<p>\n        &#8211; Ian Goodfellow, Yoshua Bengio, Aaron Courville, <em>Deep Learning<\/em>, MIT Press, 2016<br \/>\n        &#8211; PyTorch Documentation: <a href=\"https:\/\/pytorch.org\/docs\/stable\/index.html\">https:\/\/pytorch.org\/docs\/stable\/index.html<\/a>\n<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \uc11c\ub860 \ub525\ub7ec\ub2dd\uc740 \uae30\uacc4\ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc758 \uc8fc\uc694\ud55c \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(Convolutional Neural Networks, CNN)\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubc0f \ucc98\ub9ac\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uad6c\uc870\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec CNN\uc758 \uae30\ubcf8 \uad6c\uc870\uc640 \ub3d9\uc791 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uac1c\ub150 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4: \ud569\uc131\uacf1 \uce35(Convolutional Layer): &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30148\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870&#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":[33],"tags":[],"class_list":["post-30148","post","type-post","status-publish","format-standard","hentry","category-33"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870 - \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\/30148\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \ub525\ub7ec\ub2dd\uc740 \uae30\uacc4\ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc758 \uc8fc\uc694\ud55c \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(Convolutional Neural Networks, CNN)\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubc0f \ucc98\ub9ac\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uad6c\uc870\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec CNN\uc758 \uae30\ubcf8 \uad6c\uc870\uc640 \ub3d9\uc791 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uac1c\ub150 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4: \ud569\uc131\uacf1 \uce35(Convolutional Layer): &hellip; \ub354 \ubcf4\uae30 &quot;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/30148\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:19:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:49:42+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=\"2\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/30148\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30148\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870\",\"datePublished\":\"2024-10-28T03:19:49+00:00\",\"dateModified\":\"2024-11-26T06:49:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30148\/\"},\"wordCount\":47,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/30148\/\",\"url\":\"https:\/\/atmokpo.com\/w\/30148\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T03:19:49+00:00\",\"dateModified\":\"2024-11-26T06:49:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30148\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/30148\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/30148\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870\"}]},{\"@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":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870 - \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\/30148\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"1. \uc11c\ub860 \ub525\ub7ec\ub2dd\uc740 \uae30\uacc4\ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc758 \uc8fc\uc694\ud55c \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(Convolutional Neural Networks, CNN)\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubc0f \ucc98\ub9ac\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uad6c\uc870\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec CNN\uc758 \uae30\ubcf8 \uad6c\uc870\uc640 \ub3d9\uc791 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uac1c\ub150 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4: \ud569\uc131\uacf1 \uce35(Convolutional Layer): &hellip; \ub354 \ubcf4\uae30 \"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870\"","og_url":"https:\/\/atmokpo.com\/w\/30148\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T03:19:49+00:00","article_modified_time":"2024-11-26T06:49:42+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":"2\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/30148\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/30148\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870","datePublished":"2024-10-28T03:19:49+00:00","dateModified":"2024-11-26T06:49:42+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/30148\/"},"wordCount":47,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/30148\/","url":"https:\/\/atmokpo.com\/w\/30148\/","name":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T03:19:49+00:00","dateModified":"2024-11-26T06:49:42+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/30148\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/30148\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/30148\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd \uad6c\uc870"}]},{"@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":30000,"url":"https:\/\/atmokpo.com\/w\/30000\/","url_meta":{"origin":30148,"position":0},"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uacf5\uac04 \ud53c\ub77c\ubbf8\ub4dc \ud480\ub9c1","author":"root","date":"2024\ub144 10\uc6d4 28\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: [\ub0a0\uc9dc] 1. \uacf5\uac04 \ud53c\ub77c\ubbf8\ub4dc \ud480\ub9c1(SPP)\uc774\ub780? \uacf5\uac04 \ud53c\ub77c\ubbf8\ub4dc \ud480\ub9c1(SPP, Spatial Pyramid Pooling)\uc740 \uc774\ubbf8\uc9c0 \ubd84\ub958\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ube44\uc804 \ud0dc\uc2a4\ud06c\uc758 \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc740 \uace0\uc815\ub41c \ud06c\uae30\uc758 \uc785\ub825\uc744 \ud544\uc694\ub85c \ud558\uc9c0\ub9cc, SPP\ub294 \ubcc0\ub3d9\ud558\ub294 \ud06c\uae30\uc758 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc744 \uc218 \uc788\ub294 \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 SPP\uac00 \uc785\ub825 \uc774\ubbf8\uc9c0\uc758 \ud06c\uae30\ub97c \uc5ec\ub7ec \uacb9\uc73c\ub85c \ub098\ub204\ub294\u2026","rel":"","context":"&quot;\ud30c\uc774\ud1a0\uce58 \uac15\uc88c&quot;\uc5d0\uc11c","block_context":{"text":"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c","link":"https:\/\/atmokpo.com\/w\/category\/%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25341,"url":"https:\/\/atmokpo.com\/w\/25341\/","url_meta":{"origin":30148,"position":1},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: 1D CNN\uc73c\ub85c \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ud558\uae30","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c, \uc774\uba54\uc77c \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\ubc29\uba74\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(1D CNN)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2a4\ud338 \uba54\uc77c\uc744\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%9e%90%ec%97%b0%ec%96%b4%ec%b2%98%eb%a6%ac\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29359,"url":"https:\/\/atmokpo.com\/w\/29359\/","url_meta":{"origin":30148,"position":2},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc704\ud55c RNN","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \ubaa9\ucc28 1. \uc11c\ub860 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 3. RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd) \uc18c\uac1c 4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac 5. \ubaa8\ub378 \ud6c8\ub828 6. \ubc31\ud14c\uc2a4\ud305 7. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \ubc30\ud3ec 8. \uacb0\ub860 1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c\ub294 \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c\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":29369,"url":"https:\/\/atmokpo.com\/w\/29369\/","url_meta":{"origin":30148,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud150\uc11c\ubcf4\ub4dc\ub97c \uc0ac\uc6a9\ud574 \uc784\ubca0\ub529 \uc2dc\uac01\ud654","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144 X\uc6d4 X\uc77c | \uc791\uc131\uc790: \uc870\uad11\ud615 \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uadf8 \uc758\ubbf8\uac00 \ub354\uc6b1 \uac15\uc870\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 \uc5bb\uae30 \ud798\ub4e0 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uae30\uacc4\ud559\uc2b5 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc774 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uace0,\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":29401,"url":"https:\/\/atmokpo.com\/w\/29401\/","url_meta":{"origin":30148,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ubca0\uc774\uc9c0\uc548 \uba38\uc2e0\ub7ec\ub2dd","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\ucc28 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ube44\ub86f\ud55c \ub2e4\uc591\ud55c \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":"&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":28706,"url":"https:\/\/atmokpo.com\/w\/28706\/","url_meta":{"origin":30148,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN\uc744 \uc870\uc815\ud558\ud55c \uc124\uacc4 \uc635\uc158 \uad50\ucc28 \uac80\uc99d","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc18c\uac1c \uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294\ub370 \ub9e4\uc6b0 \uc720\uc6a9\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 \uc2dc\uc791\ud558\uc5ec, \uc778\uacf5\uc2e0\uacbd\ub9dd(NN)\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\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":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30148","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=30148"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30148\/revisions"}],"predecessor-version":[{"id":30149,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30148\/revisions\/30149"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=30148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=30148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=30148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}