GPU \uc9c0\uc6d0:<\/strong> GPU\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \uc18d\ub3c4\uac00 \ube60\ub985\ub2c8\ub2e4.<\/li>\n<\/ul>\n2. \ud30c\uc774\ud1a0\uce58\uc758 \uc8fc\uc694 \ud2b9\uc9d5<\/h2>\n
\ud30c\uc774\ud1a0\uce58\uc758 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1. \ub3d9\uc801 \uadf8\ub798\ud504<\/h3>\n
\ud30c\uc774\ud1a0\uce58\ub294 “Define-by-Run” \ubc29\uc2dd\uc758 \ub3d9\uc801 \uacc4\uc0b0 \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub294 \uacc4\uc0b0 \uadf8\ub798\ud504\ub97c
\n \uc2e4\ud589\ud558\ub294 \ub3d9\uc548 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc0dd\uc131\ub418\uba70, \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub3d9\uc548 \ub514\ubc84\uae45\uc774 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/p>\n
2.2. \ud150\uc11c(Tensor)<\/h3>\n
\ud30c\uc774\ud1a0\uce58\uc758 \uae30\ubcf8 \ub370\uc774\ud130 \uad6c\uc870\ub294 \ud150\uc11c\uc785\ub2c8\ub2e4. \ud150\uc11c\ub294 \ub2e4\ucc28\uc6d0 \ubc30\uc5f4\ub85c, NumPy \ubc30\uc5f4\uacfc
\n \ub9e4\uc6b0 \uc720\uc0ac\ud558\uc9c0\ub9cc GPU\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5f0\uc0b0\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud150\uc11c\ub294 \ub2e4\uc591\ud55c \ud06c\uae30\uc640 \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c
\n \uc800\uc7a5\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n
2.3. \uc790\ub3d9 \ubbf8\ubd84(Autograd)<\/h3>\n
\ud30c\uc774\ud1a0\uce58\ub294 \ubaa8\ub4e0 \uc5f0\uc0b0\uc5d0 \ub300\ud55c \ubbf8\ubd84\uc744 \uc790\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud560 \uc218 \uc788\ub294 Autograd \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.
\n \uc774\ub294 \uc5ed\uc804\ud30c(backpropagation)\ub97c \ud1b5\ud55c\ubaa8\ub378 \ud559\uc2b5\uc744 \uac04\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n
3. \ud30c\uc774\ud1a0\uce58 \uc124\uce58<\/h2>\n
\ud30c\uc774\ud1a0\uce58 \uc124\uce58\ub294 \ub9e4\uc6b0 \uac04\ub2e8\ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
pip install torch torchvision torchaudio<\/code><\/pre>\n\uc774 \uba85\ub839\uc5b4\ub294 PyTorch, torchvision \ubc0f torchaudio\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.
\n torchvision\uc740 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc720\uc6a9\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc774\uace0, torchaudio\ub294 \uc624\ub514\uc624 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294
\n \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
4. \ud30c\uc774\ud1a0\uce58 \uae30\ubcf8 \uc0ac\uc6a9\ubc95<\/h2>\n
\ud30c\uc774\ud1a0\uce58\uc758 \uae30\ubcf8\uc801\uc778 \ud150\uc11c \uc5f0\uc0b0\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \uc608\uc81c\ub294 \ud150\uc11c\ub97c \uc0dd\uc131\ud558\uace0,
\n \uae30\ubcf8\uc801\uc778 \uc5f0\uc0b0\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4:<\/p>\n
\nimport torch\n\n# \ud150\uc11c \uc0dd\uc131\ntensor_a = torch.tensor([[1, 2], [3, 4]])\ntensor_b = torch.tensor([[5, 6], [7, 8]])\n\n# \ud150\uc11c \ub367\uc148\nresult_add = tensor_a + tensor_b\n\n# \ud150\uc11c \uacf1\uc148\nresult_mul = torch.matmul(tensor_a, tensor_b)\n\nprint(\"\ud150\uc11c A:\\n\", tensor_a)\nprint(\"\ud150\uc11c B:\\n\", tensor_b)\nprint(\"\ub367\uc148 \uacb0\uacfc:\\n\", result_add)\nprint(\"\uacf1\uc148 \uacb0\uacfc:\\n\", result_mul)\n <\/code><\/pre>\n4.1. \ud150\uc11c \uc0dd\uc131<\/h3>\n
\uc704\uc758 \ucf54\ub4dc\ub294 2×2 \ud615\ud0dc\uc758 \ub450 \ud150\uc11c\ub97c \uc0dd\uc131\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.
\n \uc774\uc804\uc5d0 \uc0dd\uc131\ud55c \ud150\uc11c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae30\ubcf8\uc801\uc778 \ub367\uc148\uacfc \uacf1\uc148\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n
4.2. \ud150\uc11c \uc5f0\uc0b0<\/h3>\n
\ud150\uc11c \uac04\uc758 \uc5f0\uc0b0\uc740 \ub9e4\uc6b0 \uc9c1\uad00\uc801\uc774\uba70, \ub300\ubd80\ubd84\uc758 \uc120\ud615 \ub300\uc218 \uc5f0\uc0b0\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.
\n \uc704\uc758 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n\ud150\uc11c A:\n tensor([[1, 2],\n [3, 4]])\n\ud150\uc11c B:\n tensor([[5, 6],\n [7, 8]])\n\ub367\uc148 \uacb0\uacfc:\n tensor([[ 6, 8],\n [10, 12]])\n\uacf1\uc148 \uacb0\uacfc:\n tensor([[19, 22],\n [43, 50]])\n <\/code><\/pre>\n5. \ud30c\uc774\ud1a0\uce58 \ubaa8\ub378 \uad6c\ucd95<\/h2>\n
\ud30c\uc774\ud1a0\uce58\ub85c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n
\n- \ub370\uc774\ud130 \uc900\ube44<\/li>\n
- \ubaa8\ub378 \uc815\uc758<\/li>\n
- \uc190\uc2e4 \ud568\uc218 \ubc0f \uc635\ud2f0\ub9c8\uc774\uc800 \uc815\uc758<\/li>\n
- \ud6c8\ub828 \ub8e8\ud504<\/li>\n
- \uac80\uc99d \ubc0f \ud14c\uc2a4\ud2b8<\/li>\n<\/ol>\n
5.1. \ub370\uc774\ud130 \uc900\ube44<\/h3>\n
\uac00\uc7a5 \uba3c\uc800 \ub370\uc774\ud130 \uc900\ube44 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc544\ub798\ub294 MNIST \ub370\uc774\ud130\uc14b\uc744 \ub85c\ub4dc\ud558\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n
\nfrom torchvision import datasets, transforms\n\n# \ub370\uc774\ud130 \ubcc0\ud658 \uc815\uc758\ntransform = transforms.Compose([\n transforms.ToTensor(),\n transforms.Normalize((0.5,), (0.5,))\n])\n\n# MNIST \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc\ntrain_data = datasets.MNIST(root='data', train=True, download=True, transform=transform)\ntest_data = datasets.MNIST(root='data', train=False, download=True, transform=transform)\n <\/code><\/pre>\n5.2. \ubaa8\ub378 \uc815\uc758<\/h3>\n
\uc2e0\uacbd\ub9dd \ubaa8\ub378\uc744 \uc815\uc758\ub294 nn.Module \ud074\ub798\uc2a4\ub97c \uc0c1\uc18d\ud558\uc5ec \uc218\ud589\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uac04\ub2e8\ud55c
\n \uc644\uc804 \uc5f0\uacb0 \uc2e0\uacbd\ub9dd\uc744 \uc815\uc758\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n
\nimport torch.nn as nn\nimport torch.nn.functional as F\n\nclass SimpleNN(nn.Module):\n def __init__(self):\n super(SimpleNN, self).__init__()\n self.fc1 = nn.Linear(28 * 28, 128)\n self.fc2 = nn.Linear(128, 10)\n\n def forward(self, x):\n x = x.view(-1, 28 * 28) # Flatten the input\n x = F.relu(self.fc1(x))\n x = self.fc2(x)\n return x\n <\/code><\/pre>\n5.3. \uc190\uc2e4 \ud568\uc218 \ubc0f \uc635\ud2f0\ub9c8\uc774\uc800 \uc815\uc758<\/h3>\n
\uc190\uc2e4 \ud568\uc218\uc640 \uc635\ud2f0\ub9c8\uc774\uc800\ub294 \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4:<\/p>\n
\nimport torch.optim as optim\n\nmodel = SimpleNN()\ncriterion = nn.CrossEntropyLoss()\noptimizer = optim.Adam(model.parameters(), lr=0.001)\n <\/code><\/pre>\n5.4. \ud6c8\ub828 \ub8e8\ud504<\/h3>\n
\ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \ub8e8\ud504\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\nfrom torch.utils.data import DataLoader\n\ntrain_loader = DataLoader(train_data, batch_size=64, shuffle=True)\n\n# \ud6c8\ub828 \ub8e8\ud504\nfor epoch in range(5): # 5 epochs\n for data, target in train_loader:\n optimizer.zero_grad() # \uae30\uc6b8\uae30 \ucd08\uae30\ud654\n output = model(data) # \ubaa8\ub378 \uc608\uce21\n loss = criterion(output, target) # \uc190\uc2e4 \uacc4\uc0b0\n loss.backward() # \uc5ed\uc804\ud30c\n optimizer.step() # \ub9e4\uac1c\ubcc0\uc218 \uac31\uc2e0\n print(f'Epoch {epoch+1}, Loss: {loss.item()}')\n <\/code><\/pre>\n5.5. \uac80\uc99d \ubc0f \ud14c\uc2a4\ud2b8<\/h3>\n
\ud6c8\ub828 \ud6c4, \ubaa8\ub378\uc744 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ud3c9\uac00\ud558\uc5ec \uc131\ub2a5\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\ntest_loader = DataLoader(test_data, batch_size=64, shuffle=False)\n\ncorrect = 0\ntotal = 0\n\nwith torch.no_grad():\n for data, target in test_loader:\n output = model(data)\n _, predicted = torch.max(output.data, 1)\n total += target.size(0)\n correct += (predicted == target).sum().item()\n\nprint(f'Accuracy: {100 * correct \/ total}%')\n <\/code><\/pre>\n6. \uacb0\ub860<\/h2>\n
\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\uc758 \uac1c\uc694\uc640 \uae30\ubcf8 \uc0ac\uc6a9\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4.
\n \ud30c\uc774\ud1a0\uce58\ub294 \ub525\ub7ec\ub2dd \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc774\uba70, \uadf8 \uc720\uc5f0\uc131\uacfc \uac15\ub825\ud55c \uae30\ub2a5 \ub355\ubd84\uc5d0
\n \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \uc560\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c
\n \ub2e4\uc591\ud55c \uc2ec\ud654 \uc8fc\uc81c\uc640 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \ub2e4\ub8f0 \uc608\uc815\uc785\ub2c8\ub2e4. \uae30\ub300\ud574 \uc8fc\uc138\uc694!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04, \uae30\uacc4 \ud559\uc2b5\uc758 \ub9ce\uc740 \ubd80\ubd84\uc774 \uae4a\uc740 \ud559\uc2b5(Deep Learning) \uae30\uc220\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub370\uc774\ud130 \ubd84\uc11d, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \ud30c\uc774\ud1a0\uce58\ub780? \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \ud398\uc774\uc2a4\ubd81 \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc18c(FAIR)\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508 \uc18c\uc2a4 \uba38\uc2e0 \ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\ub294 \uae4a\uc740 \ud559\uc2b5 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 … \ub354 \ubcf4\uae30 “\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694”<\/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-30134","post","type-post","status-publish","format-standard","hentry","category-33"],"yoast_head":"\n\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694 - \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\/30134\/\" \/>\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, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04, \uae30\uacc4 \ud559\uc2b5\uc758 \ub9ce\uc740 \ubd80\ubd84\uc774 \uae4a\uc740 \ud559\uc2b5(Deep Learning) \uae30\uc220\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub370\uc774\ud130 \ubd84\uc11d, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \ud30c\uc774\ud1a0\uce58\ub780? \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \ud398\uc774\uc2a4\ubd81 \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc18c(FAIR)\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508 \uc18c\uc2a4 \uba38\uc2e0 \ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\ub294 \uae4a\uc740 \ud559\uc2b5 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 … \ub354 \ubcf4\uae30 "\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/30134\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:19:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:49:47+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\/30134\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30134\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694\",\"datePublished\":\"2024-10-28T03:19:45+00:00\",\"dateModified\":\"2024-11-26T06:49:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30134\/\"},\"wordCount\":26,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/30134\/\",\"url\":\"https:\/\/atmokpo.com\/w\/30134\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T03:19:45+00:00\",\"dateModified\":\"2024-11-26T06:49:47+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30134\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/30134\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/30134\/#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, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694\"}]},{\"@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, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694 - \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\/30134\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04, \uae30\uacc4 \ud559\uc2b5\uc758 \ub9ce\uc740 \ubd80\ubd84\uc774 \uae4a\uc740 \ud559\uc2b5(Deep Learning) \uae30\uc220\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub370\uc774\ud130 \ubd84\uc11d, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \ud30c\uc774\ud1a0\uce58\ub780? \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \ud398\uc774\uc2a4\ubd81 \uc778\uacf5\uc9c0\ub2a5 \uc5f0\uad6c\uc18c(FAIR)\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508 \uc18c\uc2a4 \uba38\uc2e0 \ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\ub294 \uae4a\uc740 \ud559\uc2b5 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 … \ub354 \ubcf4\uae30 \"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694\"","og_url":"https:\/\/atmokpo.com\/w\/30134\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T03:19:45+00:00","article_modified_time":"2024-11-26T06:49:47+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\/30134\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/30134\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694","datePublished":"2024-10-28T03:19:45+00:00","dateModified":"2024-11-26T06:49:47+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/30134\/"},"wordCount":26,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/30134\/","url":"https:\/\/atmokpo.com\/w\/30134\/","name":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T03:19:45+00:00","dateModified":"2024-11-26T06:49:47+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/30134\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/30134\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/30134\/#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, \ud30c\uc774\ud1a0\uce58 \uac1c\uc694"}]},{"@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":30064,"url":"https:\/\/atmokpo.com\/w\/30064\/","url_meta":{"origin":30134,"position":0},"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc2e4\uc2b5 \ud658\uacbd \uc124\uc815","author":"root","date":"2024\ub144 10\uc6d4 28\uc77c","format":false,"excerpt":"\ub525\ub7ec\ub2dd\uc740 \ud604\ub300 \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc758 \ud575\uc2ec\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc73c\uba70, \uadf8\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ub4f1\uc7a5\ud588\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \ub3d9\uc801 \uc5f0\uc0b0 \ubc29\uc2dd\uacfc \uc9c1\uad00\uc801\uc778 API \ub355\ubd84\uc5d0 \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc758 \uc0ac\ub791\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud55c \ub525\ub7ec\ub2dd \uc2e4\uc2b5\uc744 \uc704\ud55c \ud658\uacbd \uc124\uc815 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud30c\uc774\ud1a0\uce58 \uc18c\uac1c \ud30c\uc774\ud1a0\uce58\ub294 Facebook AI Research Group\uc5d0 \uc758\ud574 \uac1c\ubc1c\ub41c \uc624\ud508\u2026","rel":"","context":""\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"\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":30096,"url":"https:\/\/atmokpo.com\/w\/30096\/","url_meta":{"origin":30134,"position":1},"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc804\ucc98\ub9ac, \uacb0\uce21\uce58 \ud655\uc778","author":"root","date":"2024\ub144 10\uc6d4 28\uc77c","format":false,"excerpt":"\ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uac00\uc7a5 \uc911\uc694\ud55c \uacfc\uc815 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58(Pytorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub97c \uc218\ud589\ud558\uace0, \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uacb0\uce21\uce58\ub97c \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub780? \ub370\uc774\ud130 \uc804\ucc98\ub9ac(Data Preprocessing)\ub294 \uc6d0\ubcf8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uae30 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc5ec\ub7ec \ub2e8\uacc4\ub97c\u2026","rel":"","context":""\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"\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":30092,"url":"https:\/\/atmokpo.com\/w\/30092\/","url_meta":{"origin":30134,"position":2},"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uc784\ubca0\ub529","author":"root","date":"2024\ub144 10\uc6d4 28\uc77c","format":false,"excerpt":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc0ac\uc6a9\uc790\uac00 \uc758\ub3c4\ud55c \ubc14\ub97c \uc774\ud574\ud558\uace0, \ubb38\ub9e5\uc5d0 \ub9de\ub294 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uba70, \uc5ec\ub7ec \uc5b8\uc5b4\uc801 \uc694\uc18c\ub97c \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uae30\uc220 \uc911 \ud558\ub098\uac00 \uc784\ubca0\ub529(Embedding)\uc785\ub2c8\ub2e4. \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\uc5ec \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \ub354 \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc624\ub298\uc740 \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc784\ubca0\ub529\uc774\ub780?\u2026","rel":"","context":""\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"\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":30000,"url":"https:\/\/atmokpo.com\/w\/30000\/","url_meta":{"origin":30134,"position":3},"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":""\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"\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":29291,"url":"https:\/\/atmokpo.com\/w\/29291\/","url_meta":{"origin":30134,"position":4},"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":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\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":24125,"url":"https:\/\/atmokpo.com\/w\/24125\/","url_meta":{"origin":30134,"position":5},"title":"\ud30c\uc774\uc36c \uc790\ub8cc\ud615\uacfc \ub118\ud30c\uc774 \ubc30\uc5f4: \uae30\ucd08\ubd80\ud130 \uc774\ud574\ud558\uae30","author":"root","date":"2024\ub144 10\uc6d4 22\uc77c","format":false,"excerpt":"\ud30c\uc774\uc36c \uc790\ub8cc\ud615\uacfc \ub118\ud30c\uc774 \ubc30\uc5f4: \uae30\ucd08\ubd80\ud130 \uc774\ud574\ud558\uae30 \ud30c\uc774\uc36c\uc740 \ub2e4\uc591\ud55c \uc790\ub8cc\ud615(data types)\uc744 \uc81c\uacf5\ud558\uc5ec \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0 \uc870\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc218\uce58 \ub370\uc774\ud130\uc758 \ud6a8\uc728\uc801\uc778 \ucc98\ub9ac\ub97c \uc704\ud574 \uac15\ub825\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 NumPy\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc758 \uae30\ubcf8 \uc790\ub8cc\ud615\uacfc \ud568\uaed8 NumPy \ubc30\uc5f4\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud30c\uc774\uc36c\uc758 \uae30\ubcf8 \uc790\ub8cc\ud615 \ud30c\uc774\uc36c\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc790\ub8cc\ud615\uc744 \uc81c\uacf5\ud558\uc5ec, \uac1c\ubc1c\uc790\uac00 \ub370\uc774\ud130\ub97c \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \uc870\uc791\ud560\u2026","rel":"","context":""\ud30c\uc774\uc36c\uacf5\ubd80"\uc5d0\uc11c","block_context":{"text":"\ud30c\uc774\uc36c\uacf5\ubd80","link":"https:\/\/atmokpo.com\/w\/category\/%ed%8c%8c%ec%9d%b4%ec%8d%ac%ea%b3%b5%eb%b6%80\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30134","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=30134"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30134\/revisions"}],"predecessor-version":[{"id":30135,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30134\/revisions\/30135"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=30134"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=30134"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=30134"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}