{"id":30090,"date":"2024-10-28T03:19:32","date_gmt":"2024-10-28T03:19:32","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30090"},"modified":"2024-11-26T06:50:03","modified_gmt":"2024-11-26T06:50:03","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-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%9d%bc%ec%9d%b4%eb%b8%8c%eb%9f%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30090\/","title":{"rendered":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac"},"content":{"rendered":"<p>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ube44\uc57d\uc801\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing) \ubd84\uc57c\uc5d0\uc11c\uc758 \ud601\uc2e0\uc740 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc73c\uba70, \uadf8\uc911\uc5d0\uc11c\ub3c4 <strong>\ud30c\uc774\ud1a0\uce58(PyTorch)<\/strong>\ub294 \uac15\ub825\ud55c \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uac1c\ub150\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780?<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4(\uc790\uc5f0\uc5b4)\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ubd84\uc11d, \uc758\ubbf8 \uc774\ud574, \ubb38\uc7a5 \uc0dd\uc131 \ub4f1 \uc5ec\ub7ec \uac00\uc9c0 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uc8fc\uc694 \uacfc\uc81c<\/h3>\n<ul>\n<li>\ud14d\uc2a4\ud2b8 \ubd84\ub958(Text Classification): \ubb38\uc11c\ub098 \ubb38\uc7a5\uc758 \uc8fc\uc81c\ub97c \ubd84\ub958\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac10\uc815 \ubd84\uc11d(Sentiment Analysis): \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \uae30\ubd84\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc790\uc5f0\uc5b4 \uc0dd\uc131(Natural Language Generation): \uc8fc\uc5b4\uc9c4 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uc790\uc5f0\uc5b4\ub85c \ubb38\uc7a5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uae30\uacc4 \ubc88\uc5ed(Machine Translation): \ud55c \uc5b8\uc5b4\ub85c \ub41c \ubb38\uc7a5\uc744 \ub2e4\ub978 \uc5b8\uc5b4\ub85c \ubc88\uc5ed\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ud30c\uc774\ud1a0\uce58(Pytorch) \uc18c\uac1c<\/h2>\n<p>\ud30c\uc774\ud1a0\uce58\ub294 Facebook\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ud2b9\ud788 \ub525\ub7ec\ub2dd \uc5f0\uad6c\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uadf8 \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc9c1\uad00\uc801\uc778 API: \ud30c\uc774\uc36c\uacfc\uc758 \ud638\ud658\uc131\uc774 \uc88b\uc544 \uc0ac\uc6a9\ud558\uae30 \uc27d\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ub3d9\uc801 \uacc4\uc0b0 \uadf8\ub798\ud504: \ud544\uc694\ud560 \ub54c\ub9c8\ub2e4 \uadf8\ub798\ud504\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uc5b4 \ub514\ubc84\uae45\uc774 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<li>\uad11\ubc94\uc704\ud55c \ucee4\ubba4\ub2c8\ud2f0: \ub9ce\uc740 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc774 \ud65c\ubc1c\ud788 \ucc38\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.1 \uc124\uce58 \ubc29\ubc95<\/h3>\n<p>\ud30c\uc774\ud1a0\uce58\ub97c \uc124\uce58\ud558\ub824\uba74 Anaconda\ub098 pip\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>pip install torch torchvision torchaudio<\/code><\/pre>\n<h3>2.2 \uae30\ubcf8 \uac1c\ub150<\/h3>\n<p>\ud30c\uc774\ud1a0\uce58\uc758 \uae30\ubcf8 \uac1c\ub150\uc740 \ud150\uc11c(Tensor)\uc785\ub2c8\ub2e4. \ud150\uc11c\ub294 \ub2e4\ucc28\uc6d0 \ubc30\uc5f4\ub85c, numpy\uc640 \ube44\uc2b7\ud55c \ubc29\uc2dd\uc73c\ub85c \uc218\uce58 \uacc4\uc0b0\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\uc81c \ud150\uc11c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>2.2.1 \ud150\uc11c\uc758 \uc0dd\uc131<\/h4>\n<pre><code>import torch\n\n# 1\ucc28\uc6d0 \ud150\uc11c\none_d_tensor = torch.tensor([1, 2, 3, 4])\nprint(\"1\ucc28\uc6d0 \ud150\uc11c:\", one_d_tensor)\n\n# 2\ucc28\uc6d0 \ud150\uc11c\ntwo_d_tensor = torch.tensor([[1, 2], [3, 4]])\nprint(\"2\ucc28\uc6d0 \ud150\uc11c:\\n\", two_d_tensor)<\/code><\/pre>\n<h2>3. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ud1a0\ud070\ud654(Tokenization): \ubb38\uc7a5\uc744 \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ub098\ub215\ub2c8\ub2e4.<\/li>\n<li>\uc5b4\ud718 \uc0ac\uc804 \uad6c\ucd95(Vocabulary Creation): \uace0\uc720 \ub2e8\uc5b4 \ubaa8\uc74c\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<li>\ud328\ub529(Padding): \uc785\ub825 \ud14d\uc2a4\ud2b8\uc758 \uae38\uc774\ub97c \ub9de\ucda5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.1 \ud1a0\ud070\ud654<\/h3>\n<p>\ud1a0\ud070\ud654\ub294 \ud14d\uc2a4\ud2b8\ub97c \ub2e8\uc5b4 \ub610\ub294 \uc11c\ube0c\uc6cc\ub4dc\ub85c \ub098\ub204\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\uc5d0\uc11c\ub294 Hugging Face\uc758 <code>transformers<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ub9ce\uc774 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uac04\ub2e8\ud55c \ud1a0\ud070\ud654 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>from transformers import BertTokenizer\n\ntokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\nsentence = \"Hello, how are you?\"\ntokens = tokenizer.tokenize(sentence)\nprint(\"\ud1a0\ud070\ud654 \uacb0\uacfc:\", tokens)<\/code><\/pre>\n<h3>3.2 \uc5b4\ud718 \uc0ac\uc804 \uad6c\ucd95<\/h3>\n<p>\uc5b4\ud718 \uc0ac\uc804\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud1a0\ud070\uc744 \uc218\uce58\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uac01 \ud1a0\ud070\uc5d0 \uace0\uc720 \uc778\ub371\uc2a4\ub97c \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>vocab = tokenizer.get_vocab()\nprint(\"\uc5b4\ud718 \uc0ac\uc804:\", vocab)<\/code><\/pre>\n<h3>3.3 \ud328\ub529<\/h3>\n<p>\ud328\ub529\uc740 \ubaa8\ub378\uc758 \uc785\ub825 \uae38\uc774\ub97c \uc77c\uad00\uc131 \uc788\uac8c \ub9cc\ub4e4\uae30 \uc704\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc8fc\ub85c <code>torch.nn.utils.rnn.pad_sequence<\/code>\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>from torch.nn.utils.rnn import pad_sequence\n\n# \uc0d8\ud50c \uc2dc\ud000\uc2a4\nsequences = [torch.tensor([1, 2, 3]), torch.tensor([4, 5])]\npadded_sequences = pad_sequence(sequences, batch_first=True)\nprint(\"\ud328\ub529\ub41c \uc2dc\ud000\uc2a4:\\n\", padded_sequences)<\/code><\/pre>\n<h2>4. \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc9c0\ub9cc, \uc5ec\uae30\uc11c\ub294 \uac04\ub2e8\ud55c LSTM(Long Short-Term Memory) \ubaa8\ub378\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1 LSTM \ubaa8\ub378 \uc815\uc758<\/h3>\n<pre><code>import torch.nn as nn\n\nclass LSTMModel(nn.Module):\n    def __init__(self, input_size, hidden_size, num_layers, output_size):\n        super(LSTMModel, self).__init__()\n        self.lstm = nn.LSTM(input_size, hidden_size, num_layers, batch_first=True)\n        self.fc = nn.Linear(hidden_size, output_size)\n    \n    def forward(self, x):\n        h, _ = self.lstm(x)\n        out = self.fc(h[:, -1, :])\n        return out\n\n# \ubaa8\ub378 \ucd08\uae30\ud654\nmodel = LSTMModel(input_size=10, hidden_size=20, num_layers=2, output_size=5)<\/code><\/pre>\n<h3>4.2 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n<p>\ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\uace0 \uc190\uc2e4 \ud568\uc218\uc640 \uc635\ud2f0\ub9c8\uc774\uc800\ub97c \uc815\uc758\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>import torch.optim as optim\n\n# \uc190\uc2e4 \ud568\uc218\uc640 \uc635\ud2f0\ub9c8\uc774\uc800 \uc815\uc758\ncriterion = nn.CrossEntropyLoss()\noptimizer = optim.Adam(model.parameters(), lr=0.001)\n\n# \uac00\uc9dc \ub370\uc774\ud130 \uc0dd\uc131\ninput_data = torch.randn(32, 5, 10)  # \ubc30\uce58\uc0ac\uc774\uc988 32, \uc2dc\ud000\uc2a4 \uae38\uc774 5, \uc785\ub825 \ud06c\uae30 10\ntarget_data = torch.randint(0, 5, (32,))\n\n# \ubaa8\ub378 \ud559\uc2b5\nmodel.train()\nfor epoch in range(100):\n    optimizer.zero_grad()\n    outputs = model(input_data)\n    loss = criterion(outputs, target_data)\n    loss.backward()\n    optimizer.step()\n    if (epoch + 1) % 10 == 0:\n        print(f'Epoch [{epoch + 1}\/100], Loss: {loss.item():.4f}')<\/code><\/pre>\n<h2>5. \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uc608\uce21<\/h2>\n<p>\ubaa8\ub378 \ud559\uc2b5 \ud6c4\uc5d0\ub294 \ud3c9\uac00\ub97c \ud1b5\ud574 \uc131\ub2a5\uc744 \ud655\uc778\ud558\uace0 \uc2e4\uc81c \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc815\ud655\ub3c4\ub098 F1 Score\uc640 \uac19\uc740 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>def evaluate(model, data_loader):\n    model.eval()\n    correct = 0\n    total = 0\n\n    with torch.no_grad():\n        for inputs, labels in data_loader:\n            outputs = model(inputs)\n            _, predicted = torch.max(outputs.data, 1)\n            total += labels.size(0)\n            correct += (predicted == labels).sum().item()\n\n    return correct \/ total<\/code><\/pre>\n<h3>5.2 \uc608\uce21<\/h3>\n<pre><code>def predict(model, input_sequence):\n    model.eval()\n    with torch.no_grad():\n        output = model(input_sequence)\n        _, predicted = torch.max(output.data, 1)\n    return predicted<\/code><\/pre>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ubd80\ud130 \ubaa8\ub378 \ud559\uc2b5, \ud3c9\uac00, \uc608\uce21\uae4c\uc9c0\uc758 \uacfc\uc815\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\ub294 \uac15\ub825\ud558\uace0 \uc9c1\uad00\uc801\uc778 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uacfc \ubaa8\ub378\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \uacf5\ubd80\ub97c \uc774\uc5b4\uac00\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\ucd94\uac00\uc801\uc73c\ub85c, \ub354 \ub9ce\uc740 \uc790\ub8cc\uc640 \uc608\uc81c\ub294 \ud30c\uc774\ud1a0\uce58\uc758 \uacf5\uc2dd \ubb38\uc11c\uc640 Hugging Face\uc758 \uc790\ub8cc\ub97c \ucc38\uace0\ud558\uba74 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud558\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc138\uacc4\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc744 \uae30\uc6d0\ud569\ub2c8\ub2e4!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ube44\uc57d\uc801\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing) \ubd84\uc57c\uc5d0\uc11c\uc758 \ud601\uc2e0\uc740 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc73c\uba70, \uadf8\uc911\uc5d0\uc11c\ub3c4 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \uac15\ub825\ud55c \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uac1c\ub150\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780? \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4(\uc790\uc5f0\uc5b4)\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ubd84\uc11d, \uc758\ubbf8 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30090\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac&#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-30090","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, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac - \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\/30090\/\" \/>\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, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ube44\uc57d\uc801\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing) \ubd84\uc57c\uc5d0\uc11c\uc758 \ud601\uc2e0\uc740 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc73c\uba70, \uadf8\uc911\uc5d0\uc11c\ub3c4 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \uac15\ub825\ud55c \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uac1c\ub150\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780? \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4(\uc790\uc5f0\uc5b4)\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ubd84\uc11d, \uc758\ubbf8 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/30090\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:19:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:50:03+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\/30090\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30090\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\",\"datePublished\":\"2024-10-28T03:19:32+00:00\",\"dateModified\":\"2024-11-26T06:50:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30090\/\"},\"wordCount\":36,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/30090\/\",\"url\":\"https:\/\/atmokpo.com\/w\/30090\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T03:19:32+00:00\",\"dateModified\":\"2024-11-26T06:50:03+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30090\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/30090\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/30090\/#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, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\"}]},{\"@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, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac - \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\/30090\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ube44\uc57d\uc801\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing) \ubd84\uc57c\uc5d0\uc11c\uc758 \ud601\uc2e0\uc740 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc73c\uba70, \uadf8\uc911\uc5d0\uc11c\ub3c4 \ud30c\uc774\ud1a0\uce58(PyTorch)\ub294 \uac15\ub825\ud55c \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uac1c\ub150\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780? \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4(\uc790\uc5f0\uc5b4)\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ubd84\uc11d, \uc758\ubbf8 &hellip; \ub354 \ubcf4\uae30 \"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\"","og_url":"https:\/\/atmokpo.com\/w\/30090\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T03:19:32+00:00","article_modified_time":"2024-11-26T06:50:03+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\/30090\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/30090\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac","datePublished":"2024-10-28T03:19:32+00:00","dateModified":"2024-11-26T06:50:03+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/30090\/"},"wordCount":36,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/30090\/","url":"https:\/\/atmokpo.com\/w\/30090\/","name":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T03:19:32+00:00","dateModified":"2024-11-26T06:50:03+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/30090\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/30090\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/30090\/#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, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac"}]},{"@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":30092,"url":"https:\/\/atmokpo.com\/w\/30092\/","url_meta":{"origin":30090,"position":0},"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":"&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":30064,"url":"https:\/\/atmokpo.com\/w\/30064\/","url_meta":{"origin":30090,"position":1},"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":"&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":25461,"url":"https:\/\/atmokpo.com\/w\/25461\/","url_meta":{"origin":30090,"position":2},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, BART \ud30c\uc778 \ud29c\ub2dd \uc2e4\uc2b5: \ub274\uc2a4 \uc694\uc57d","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \ubc88\uc5ed \ubc0f \uc694\uc57d\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0\uc11c \ub450\uac01\uc744 \ub098\ud0c0\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 BART(Bidirectional and Auto-Regressive Transformers) \ubaa8\ub378\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":25421,"url":"https:\/\/atmokpo.com\/w\/25421\/","url_meta":{"origin":30090,"position":3},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, BERT(Bidirectional Encoder Representations from Transformers)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc77c: [\ub0a0\uc9dc] \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144 \uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc2ec\uc5d0\ub294 \ub525 \ub7ec\ub2dd\uc774 \uc788\uc73c\uba70, \uc774\ub294 \ub9ce\uc740 \ubb38\uc81c\ub4e4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud574\uacb0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 BERT(Bidirectional Encoder Representations from Transformers)\ub294 \ud2b9\ud788 \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8\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":30096,"url":"https:\/\/atmokpo.com\/w\/30096\/","url_meta":{"origin":30090,"position":4},"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":"&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":25431,"url":"https:\/\/atmokpo.com\/w\/25431\/","url_meta":{"origin":30090,"position":5},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: KoBERT\ub97c \uc774\uc6a9\ud55c KorNLI \ud480\uc5b4\ubcf4\uae30 (\ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: [\uc870\uad11\ud615] \uc791\uc131\uc77c: [\ub0a0\uc9dc] 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\ub85c, \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ucd5c\uadfc\uc5d0\ub294 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub9ce\uc740 \ud601\uc2e0\uc774 \uc77c\uc5b4\ub098\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 KoBERT \ubaa8\ub378\uc744 \uc774\uc6a9\ud558\uc5ec KorNLI \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc911 \ud074\ub798\uc2a4\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":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30090","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=30090"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30090\/revisions"}],"predecessor-version":[{"id":30091,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30090\/revisions\/30091"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=30090"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=30090"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=30090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}