\n\uc81c\uc548\ub41c \uc774\ub860, \uae30\ubc95 \ubc0f \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801 \uc5f0\uad6c\ub97c \ud1b5\ud574 \ud000\ud2b8\ub9e4\ub9e4\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, \uae30\uacc4 \ud559\uc2b5\uacfc \ub525 \ub7ec\ub2dd\uc744 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6cc\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uba70, \uac15\ud654 \ud559\uc2b5\uc758 \uae30\ucd08\ub97c \ub2e4\ub8f9\ub2c8\ub2e4.<\/p>\n<\/header>\n\n1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\uc694<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\uc2dd, \uc678\ud658, \uc120\ubb3c \ub4f1\uc758 \uae08\uc735\uc790\uc0b0\uc744 \ub9e4\ub9e4\ud558\uae30 \uc704\ud574 \uc0ac\uc804\uc5d0 \uc815\ud574\uc9c4 \uac70\ub798 \uaddc\uce59\uc744 \ub530\ub974\ub294 \uc790\ub3d9\ud654\ub41c \uac70\ub798 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc778\uac04\uc758 \uac10\uc815\uc774\ub098 \uc9c1\uad00\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0, \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc0ac\uace0\ub85c \uc8fc\uccb4\uc801\uc778 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n
\uc774 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc758 \uc54c\uace0\ub9ac\uc998\uc774 \ud575\uc2ec \uc5ed\ud65c\uc744 \ud558\uba70, \uc774\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc774\ub97c \uad6c\uccb4\uc801\uc73c\ub85c \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n\n2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n2.1 \uba38\uc2e0\ub7ec\ub2dd<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ucc3e\uace0, \uadf8 \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \ud310\ub2e8\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc8fc\uc5b4\uc9c4 \uc785\ub825 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \ubaa8\ub378\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc138 \uac00\uc9c0 \uc8fc\uc694 \uc720\ud615\uc73c\ub85c \ub098\ub269\ub2c8\ub2e4.<\/p>\n
\n- \uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning)<\/strong>: \ub77c\ubca8\uc774 \uc788\ub294 \ub370\uc774\ud130\uc14b\uc744 \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uc5ec, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
- \ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning)<\/strong>: \ub77c\ubca8\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud328\ud134\uc744 \ucc3e\uc544 \uad70\uc9d1\ud654\ud558\uac70\ub098 \ucc28\uc6d0 \ucd95\uc18c\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
- \uac15\ud654 \ud559\uc2b5(Reinforcement Learning)<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\ub300 \ubcf4\uc0c1\uc744 \uc5bb\uae30 \uc704\ud574 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2.2 \ub525\ub7ec\ub2dd<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Network)\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ud2b9\ud788 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd\uc740 \uc5ec\ub7ec \uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uac01 \uce35\uc5d0\uc11c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uc5ec \uc810\ucc28 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n\n3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ud65c\uc6a9<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc5ec\ub7ec \ubc29\uc2dd\uc73c\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc8fc\uc694 \ud65c\uc6a9 \ubd84\uc57c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n- \uc2dc\uacc4\uc5f4 \uc608\uce21<\/strong>: \uacfc\uac70\uc758 \uac00\uaca9 \ub370\uc774\ud130\uc640 \ud53c\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n
- \uc54c\uace0\ub9ac\uc998 \uae30\ubc18 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/strong>: \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ud22c\uc790 \uc790\uc0b0\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/li>\n
- \uc2e0\ud638 \uc0dd\uc131<\/strong>: \ud2b9\uc815 \uc870\uac74\uc744 \ub9cc\uc871\ud558\ub294 \uacbd\uc6b0 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4\uc758 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n\n
4. \uac15\ud654 \ud559\uc2b5\uc758 \uae30\ucd08<\/h2>\n
\uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uc0c1\ud0dc\ub97c \uad00\ucc30\ud558\uace0, \ud589\ub3d9\uc744 \uc120\ud0dd\ud558\uba70, \ubcf4\uc0c1\uc744 \ubc1b\uc544\ub4e4\uc774\uace0 \uadf8 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc9d5\uc740 \ud2b8\ub808\uc774\ub529 \ud658\uacbd\uacfc \uc798 \uc5b4\uc6b8\ub9bd\ub2c8\ub2e4.<\/p>\n
4.1 \uac15\ud654 \ud559\uc2b5\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c<\/h3>\n
\uac15\ud654 \ud559\uc2b5\uc758 \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n- \uc0c1\ud0dc(State)<\/strong>: \ud604\uc7ac\uc758 \ud658\uacbd \uc0c1\ud0dc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc8fc\uc2dd\uc758 \uac00\uaca9, \uac70\ub798\ub7c9 \ub4f1\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \ud589\ub3d9(Action)<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \ucde8\ud560 \uc218 \uc788\ub294 \ud589\ub3d9\uc785\ub2c8\ub2e4. \ub9e4\uc218, \ub9e4\ub3c4, \ubcf4\uc720 \ub4f1\uc774 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \ubcf4\uc0c1(Reward)<\/strong>: \uc5d0\uc774\uc804\ud2b8\uc758 \ud589\ub3d9\uc5d0 \ub300\ud55c \ud3c9\uac00\ub85c, \ud3ec\uc9c0\uc158\uc744 \uccad\uc0b0\ud588\uc744 \ub54c\uc758 \uc774\uc775\uc774\ub098 \uc190\uc2e4\ub85c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \uc815\ucc45(Policy)<\/strong>: \uc8fc\uc5b4\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \uc5b4\ub5a4 \ud589\ub3d9\uc744 \uc120\ud0dd\ud560 \uac83\uc778\uc9c0\uc5d0 \ub300\ud55c \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n\n
5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4 \uac15\ud654 \ud559\uc2b5\uc758 \uc751\uc6a9<\/h2>\n
\uac15\ud654 \ud559\uc2b5 \uae30\ubc95\uc740 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc774 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\n- \uc804\ub7b5 \ud559\uc2b5<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \uacfc\uac70 \uac70\ub798 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ucd5c\uc801\uc758 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
- \uc704\ud5d8 \uad00\ub9ac<\/strong>: \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \uc704\ud5d8\uc744 \uad00\ub9ac\ud558\uace0 \ucd5c\uc801\uc758 \ud3ec\uc9c0\uc158\uc744 \uacb0\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
- \uc2dc\uc7a5 \ubcc0\ud654 \ub300\uc751<\/strong>: \uc2dc\uc7a5 \uc0c1\ud669\uc774 \ubcc0\ud560 \ub54c \uc790\ub3d9\uc73c\ub85c \uc801\uc751\ud558\uace0 \ub300\uc751\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n\n
6. \uad6c\ud604 \uc608\uc81c<\/h2>\n
\uc774\uc81c \uac15\ud654 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac04\ub2e8\ud55c \uc608\uc81c\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uc608\uc81c\ub294 Python\uc758 TensorFlow<\/code>\uc640 Keras<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae30\ubcf8\uc801\uc778 \uc2e4\ud589 \ud658\uacbd\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4.<\/p>\nimport numpy as np\nimport gym\n\n# \ud658\uacbd \uc124\uc815\nenv = gym.make('StockTrading-v0')\n\n# Q-Learning \uc54c\uace0\ub9ac\uc998 \uc124\uc815\nclass QLearningAgent:\n def __init__(self, state_size, action_size):\n self.state_size = state_size\n self.action_size = action_size\n self.q_table = np.zeros((state_size, action_size))\n\n def act(self, state):\n return np.argmax(self.q_table[state, :])\n\nagent = QLearningAgent(state_size=env.observation_space.shape[0], action_size=env.action_space.n)\n\n# \ud559\uc2b5 \ubc0f \uc2e4\ud589 \ub8e8\ud504\nfor e in range(1000):\n state = env.reset()\n done = False\n while not done:\n action = agent.act(state)\n next_state, reward, done, _ = env.step(action)\n agent.q_table[state, action] += 0.1 * (reward + 0.99 * np.max(agent.q_table[next_state, :]) - agent.q_table[state, action])\n state = next_state\n <\/code><\/pre>\n<\/section>\n\n7. \uacb0\ub860 \ubc0f \ud5a5\ud6c4 \uc5f0\uad6c \ubc29\ud5a5<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd, \uadf8\ub9ac\uace0 \uac15\ud654 \ud559\uc2b5\uc740 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\ub294 \uac15\ud654 \ud559\uc2b5\uc758 \ub2e4\uc591\ud55c \ubcc0\ud615\uc744 \ud0d0\uad6c\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uc548\uc804\ud55c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4dc\ub294 \ub370 \uc911\uc810\uc744 \ub450\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\ube44\ub85d \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ud070 \ub3c4\uc6c0\uc774 \ub418\uc9c0\ub9cc, \uc774\ub294 \uc808\ub300\uc801\uc778 \ud574\uacb0\ucc45\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc774 \ud544\uc694\ud558\uba70, \uc778\uac04\uc758 \uc9c1\uad00\uacfc \uacb0\ud569\ud558\uc5ec \ucd5c\uc0c1\uc758 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc81c\uc548\ub41c \uc774\ub860, \uae30\ubc95 \ubc0f \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801 \uc5f0\uad6c\ub97c \ud1b5\ud574 \ud000\ud2b8\ub9e4\ub9e4\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, \uae30\uacc4 \ud559\uc2b5\uacfc \ub525 \ub7ec\ub2dd\uc744 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6cc\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uba70, \uac15\ud654 \ud559\uc2b5\uc758 \uae30\ucd08\ub97c \ub2e4\ub8f9\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\uc694 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\uc2dd, \uc678\ud658, \uc120\ubb3c \ub4f1\uc758 \uae08\uc735\uc790\uc0b0\uc744 \ub9e4\ub9e4\ud558\uae30 \uc704\ud574 \uc0ac\uc804\uc5d0 \uc815\ud574\uc9c4 \uac70\ub798 \uaddc\uce59\uc744 \ub530\ub974\ub294 \uc790\ub3d9\ud654\ub41c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, RL \ubb38\uc81c\ub97c \ud478\ub294 \uadfc\ubcf8\uc801\uc778 \ubc29\ubc95”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-28726","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, RL \ubb38\uc81c\ub97c \ud478\ub294 \uadfc\ubcf8\uc801\uc778 \ubc29\ubc95 - \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\/28726\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, RL \ubb38\uc81c\ub97c \ud478\ub294 \uadfc\ubcf8\uc801\uc778 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc81c\uc548\ub41c \uc774\ub860, \uae30\ubc95 \ubc0f \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801 \uc5f0\uad6c\ub97c \ud1b5\ud574 \ud000\ud2b8\ub9e4\ub9e4\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, \uae30\uacc4 \ud559\uc2b5\uacfc \ub525 \ub7ec\ub2dd\uc744 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6cc\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uccb4\uacc4\uc801\uc778 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