{"id":29598,"date":"2024-10-28T01:55:40","date_gmt":"2024-10-28T01:55:40","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29598"},"modified":"2024-11-26T06:52:07","modified_gmt":"2024-11-26T06:52:07","slug":"%ed%97%88%ea%b9%85%ed%8e%98%ec%9d%b4%ec%8a%a4-%ed%8a%b8%eb%a0%8c%ec%8a%a4%ed%8f%ac%eb%a8%b8-%ed%99%9c%ec%9a%a9%ea%b0%95%ec%a2%8c-generate-%eb%a9%94%ec%84%9c%eb%93%9c-%ea%b2%b0%ea%b3%bc%eb%ac%bc","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29598\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529"},"content":{"rendered":"

<\/p>\n

\n \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294
\n \ud604\ub300 NLP\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815
\n \uc911\uc5d0\uc11c generate<\/code> \uba54\uc11c\ub4dc\uc758 \uacb0\uacfc\ubb3c\uc744 \uc5b4\ub5bb\uac8c \ub514\ucf54\ub529\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780?<\/h2>\n

\n \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804\ud559\uc2b5\ub41c \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294
\n \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. BERT, GPT-2, T5\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70,
\n \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc774 \ubcf4\ub2e4 \uc27d\uac8c NLP \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2. \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uc758 \uc911\uc694\uc131<\/h2>\n

\n \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uc740 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \uac00\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ucc57\ubd07, \ucf58\ud150\uce20 \uc0dd\uc131, \ubc88\uc5ed,
\n \uc694\uc57d \ub4f1\uc758 \uc791\uc5c5\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \uae30\uc220\uc774 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc624\ub298\uc740 \uc774 \uc911\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \ubaa8\ub378\uc778
\n GPT-2\ub97c \uc608\uc81c\ub85c \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n

3. \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58\ud558\uae30<\/h2>\n

\n \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\ub824\uba74 \uba3c\uc800 \ud574\ub2f9 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4.
\n \ub2e4\uc74c\uc758 \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n <\/p>\n

pip install transformers<\/code><\/pre>\n
4. \ubaa8\ub378 \ub85c\ub4dc \ubc0f \ud14d\uc2a4\ud2b8 \uc0dd\uc131<\/h2>\n
\n        \ubaa8\ub378\uc744 \ub85c\ub4dc\ud55c \ud6c4, \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \uc81c\uacf5\ud558\uba74 \ubaa8\ub378\uc774 \uc790\uc5f0\uc5b4 \ubb38\uc7a5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc544\ub798\ub294
\n        \uae30\ubcf8\uc801\uc778 \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \uacfc\uc815 \uc608\uc2dc\uc785\ub2c8\ub2e4.\n    <\/p>\n
4.1. GPT-2 \ubaa8\ub378 \ub85c\ub4dc\ud558\uae30<\/h3>\n
from transformers import GPT2LMHeadModel, GPT2Tokenizer\n\n# \ubaa8\ub378 \ubc0f \ud1a0\ud06c\ub098\uc774\uc800 \ub85c\ub4dc\nmodel_name = \"gpt2\"\nmodel = GPT2LMHeadModel.from_pretrained(model_name)\ntokenizer = GPT2Tokenizer.from_pretrained(model_name)<\/code><\/pre>\n
4.2. \uc785\ub825 \ud14d\uc2a4\ud2b8 \ud1a0\ud070\ud654\ud558\uae30<\/h3>\n
\n        \ud14d\uc2a4\ud2b8\ub97c \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uae30 \uc804, \ud1a0\ud070\ud654 \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \uc21c\uc218\ud55c \ud14d\uc2a4\ud2b8\ub97c
\n        \uc22b\uc790 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.\n    <\/p>\n
input_text = \"\ub525\ub7ec\ub2dd\uc740\"\ninput_ids = tokenizer.encode(input_text, return_tensors=\"pt\")<\/code><\/pre>\n
4.3. \ud14d\uc2a4\ud2b8 \uc0dd\uc131\ud558\uae30<\/h3>\n
\ngenerate<\/code> \uba54\uc11c\ub4dc\ub97c \ud638\ucd9c\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud569\uc2dc\ub2e4. \uc774 \uba54\uc11c\ub4dc\ub294 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c
\n        \uc785\ub825 \ubc1b\uc544\uc11c \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uc758 \ubc29\ud5a5\uc131\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
output = model.generate(input_ids, max_length=50, num_return_sequences=1)<\/code><\/pre>\n
\n        \uc5ec\uae30\uc5d0\uc11c max_length<\/code>\ub294 \uc0dd\uc131\ud560 \ucd5c\ub300 \ud1a0\ud070 \uc218\ub97c \uc124\uc815\ud558\uba70,
\n        num_return_sequences<\/code>\ub294 \uc0dd\uc131\ud560 \ubb38\uc7a5 \uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.\n    <\/p>\n
5. Generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\ud558\uae30<\/h2>\n
\ngenerate<\/code> \uba54\uc11c\ub4dc\ub97c \ud1b5\ud574 \uc0dd\uc131\ud55c \uacb0\uacfc\ub294 \ud1a0\ud070 ID\uc758 \ud615\ud0dc\uc785\ub2c8\ub2e4. \uc774\ub97c
\n        \uc77d\uc744 \uc218 \uc788\ub294 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc2dc \ub514\ucf54\ub529\ud574\uc57c \ud569\ub2c8\ub2e4.\n    <\/p>\n
5.1. \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\ud558\uae30<\/h3>\n
# \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\ndecoded_output = tokenizer.decode(output[0], skip_special_tokens=True)\nprint(decoded_output)<\/code><\/pre>\n
\n        \uc704\uc758 \ucf54\ub4dc\uc5d0\uc11c skip_special_tokens=True<\/code>\ub294 \ud2b9\uc218 \ud1a0\ud070(\uc608: <|endoftext|><\/code>)\uc744
\n        \uc81c\uac70\ud558\uace0 \ucd9c\ub825\ud560 \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.\n    <\/p>\n
5.2. \uc804\uccb4 \uc608\uc81c \ucf54\ub4dc<\/h3>\n
from transformers import GPT2LMHeadModel, GPT2Tokenizer\n\n# \ubaa8\ub378 \ubc0f \ud1a0\ud06c\ub098\uc774\uc800 \ub85c\ub4dc\nmodel_name = \"gpt2\"\nmodel = GPT2LMHeadModel.from_pretrained(model_name)\ntokenizer = GPT2Tokenizer.from_pretrained(model_name)\n\n# \uc785\ub825 \ud14d\uc2a4\ud2b8\ninput_text = \"\ub525\ub7ec\ub2dd\uc740\"\ninput_ids = tokenizer.encode(input_text, return_tensors=\"pt\")\n\n# \ud14d\uc2a4\ud2b8 \uc0dd\uc131\noutput = model.generate(input_ids, max_length=50, num_return_sequences=1)\n\n# \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\ndecoded_output = tokenizer.decode(output[0], skip_special_tokens=True)\nprint(decoded_output)<\/code><\/pre>\n
6. \ub9e4\uac1c\ubcc0\uc218 \uc870\uc815\ud558\uae30<\/h2>\n
\ngenerate<\/code> \uba54\uc11c\ub4dc\ub294 \uc0dd\uc131 \uacfc\uc815\uc758 \ucd9c\ub825\uc744 \uc870\uc815\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ub9e4\uac1c\ubcc0\uc218\ub97c
\n        \uc81c\uacf5\ud569\ub2c8\ub2e4. \uadf8 \uc911 \uba87 \uac00\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
6.1. temperature<\/h3>\n
\ntemperature<\/code>\ub294 \ucd9c\ub825\uc758 \ub79c\ub364\uc131\uc744 \uc870\uc808\ud569\ub2c8\ub2e4. \ub0ae\uc740 \uac12(0.1)\uc740 \ub354 \ubcf4\uc218\uc801\uc778 \uc120\ud0dd\uc744,
\n        \ub192\uc740 \uac12(1.0)\uc740 \ub354 \ucc3d\uc758\uc801\uc778 \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.\n    <\/p>\n
output = model.generate(input_ids, max_length=50, temperature=0.7)<\/code><\/pre>\n
6.2. top_k \ubc0f top_p \uc0d8\ud50c\ub9c1<\/h3>\n
\ntop_k<\/code>\ub294 \uc0c1\uc704 k\uac1c\uc758 \ud6c4\ubcf4 \uc911\uc5d0\uc11c \uc120\ud0dd\ud558\uace0, top_p<\/code>\ub294
\n        \ub204\uc801 \ud655\ub960\uc774 p \uc774\ud558\uc778 \ud6c4\ubcf4 \uc911\uc5d0\uc11c \ub79c\ub364\ud558\uac8c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc880 \ub354 \ub2e4\uc591\ud558\uace0
\n        \ud765\ubbf8\ub85c\uc6b4 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
output = model.generate(input_ids, max_length=50, top_k=50, top_p=0.95)<\/code><\/pre>\n
6.3. \uc608\uc2dc \ucf54\ub4dc<\/h3>\n
output = model.generate(input_ids, max_length=50, temperature=0.7, top_k=50, top_p=0.95)\ndecoded_output = tokenizer.decode(output[0], skip_special_tokens=True)\nprint(decoded_output)<\/code><\/pre>\n
7. \uc0ac\uc6a9 \uc0ac\ub840<\/h2>\n
\n        \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\uc758 generate<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud55c \uc2e4\uc81c \uc751\uc6a9 \uc0ac\ub840\ub97c
\n        \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
7.1. \ucc57\ubd07<\/h3>\n
\n        \ud14d\uc2a4\ud2b8 \uc0dd\uc131\uc740 \ucc57\ubd07 \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud558\uba70, \uc0ac\uc6a9\uc790\uc758 \uc9c8\uc758\uc5d0 \ub300\ud55c \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ub370
\n        \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n    <\/p>\n
7.2. \ucf58\ud150\uce20 \uc0dd\uc131<\/h3>\n
\n        \uc790\ub3d9 \ucf58\ud150\uce20 \uc0dd\uc131 \ub610\ud55c \uc778\uacf5\uc9c0\ub2a5\uc758 \uc0dd\uac01\uc744 \ud65c\uc6a9\ud558\uc5ec \uc9c8 \ub192\uc740 \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8, \uc18c\uc124, \uae30\uc0ac \ub4f1\uc744
\n        \uc791\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uac04\uacfc \ube44\uc6a9\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
8. \uacb0\ub860<\/h2>\n
\n        \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\uc758 generate<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\uace0,
\n        \uadf8 \uacb0\uacfc\ub97c \ub514\ucf54\ub529\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. NLP\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9 \uc0ac\ub840\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud560
\n        \uc218 \uc788\ub294 \ubc29\uc548\uc744 \ubaa8\uc0c9\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/p>\n
\n        \ucd94\uac00\uc801\uc778 \uc9c8\ubb38\uc774\ub098 \ub17c\uc758\ud558\uace0 \uc2f6\uc740 \uc8fc\uc81c\uac00 \uc788\uc73c\uc2dc\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694!\n    <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ud604\ub300 NLP\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815 \uc911\uc5d0\uc11c generate \uba54\uc11c\ub4dc\uc758 \uacb0\uacfc\ubb3c\uc744 \uc5b4\ub5bb\uac8c \ub514\ucf54\ub529\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804\ud559\uc2b5\ub41c \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. BERT, … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529”<\/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":[30],"tags":[],"class_list":["post-29598","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"\n\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \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\/29598\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ud604\ub300 NLP\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815 \uc911\uc5d0\uc11c generate \uba54\uc11c\ub4dc\uc758 \uacb0\uacfc\ubb3c\uc744 \uc5b4\ub5bb\uac8c \ub514\ucf54\ub529\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804\ud559\uc2b5\ub41c \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. BERT, … \ub354 \ubcf4\uae30 "\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29598\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:55:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:07+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\/29598\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29598\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\",\"datePublished\":\"2024-10-28T01:55:40+00:00\",\"dateModified\":\"2024-11-26T06:52:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29598\/\"},\"wordCount\":19,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29598\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29598\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T01:55:40+00:00\",\"dateModified\":\"2024-11-26T06:52:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29598\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/29598\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/29598\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\"}]},{\"@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":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \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\/29598\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ud604\ub300 NLP\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815 \uc911\uc5d0\uc11c generate \uba54\uc11c\ub4dc\uc758 \uacb0\uacfc\ubb3c\uc744 \uc5b4\ub5bb\uac8c \ub514\ucf54\ub529\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804\ud559\uc2b5\ub41c \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. BERT, … \ub354 \ubcf4\uae30 \"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529\"","og_url":"https:\/\/atmokpo.com\/w\/29598\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T01:55:40+00:00","article_modified_time":"2024-11-26T06:52:07+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\/29598\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29598\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529","datePublished":"2024-10-28T01:55:40+00:00","dateModified":"2024-11-26T06:52:07+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29598\/"},"wordCount":19,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/29598\/","url":"https:\/\/atmokpo.com\/w\/29598\/","name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T01:55:40+00:00","dateModified":"2024-11-26T06:52:07+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29598\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29598\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29598\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, generate \uba54\uc11c\ub4dc \uacb0\uacfc\ubb3c \ub514\ucf54\ub529"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29598","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=29598"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29598\/revisions"}],"predecessor-version":[{"id":29599,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29598\/revisions\/29599"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}