\n\n \uac15\ud654 \ud559\uc2b5(RL)\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uae30\uacc4 \ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4.
\n \uc774 \uae00\uc5d0\uc11c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 ‘\ubc30\uace0\ud514’\uc744 \uad00\ub9ac\ud558\ub294 \ubcf5\uc7a1\ud55c \ud589\ub3d9 \ud559\uc2b5 \uc0ac\ub840\ub97c \ub2e4\ub8e8\uace0, \uc774 \uacfc\uc815\uc5d0\uc11c \ubcf4\uc0c1 \ud568\uc218\uc758 \uc815\uc758\uc640 \uc5d0\uc774\uc804\ud2b8\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n
1. \ubc30\uace0\ud514 \uad00\ub9ac \ubb38\uc81c\uc758 \uc815\uc758<\/h2>\n
\n ‘\ubc30\uace0\ud514 \uad00\ub9ac’ \ubb38\uc81c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uc77c\uc815\ud55c \uc2dc\uc810\uc5d0 ‘\ubc30\uace0\ud514’\uc744 \ub290\ub07c\uace0 \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc2dd\ub7c9\uc744 \ud0d0\uc0c9 \ubc0f \uc18c\ube44\ud558\ub294 \uc0c1\ud669\uc744 \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4.
\n \uc5d0\uc774\uc804\ud2b8\ub294 \uc8fc\uc5b4\uc9c4 \uc790\uc6d0\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \ubc30\uace0\ud514\uc744 \uc904\uc774\ub294 \ubc29\uc2dd\uc73c\ub85c \ud589\ub3d9\uc744 \ud559\uc2b5\ud574\uc57c \ud569\ub2c8\ub2e4.
\n \uc774 \uacfc\uc815\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\ub294 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc5ec\ub7ec \uc0c1\ud669\uc744 \uc778\uc2dd\ud558\uace0 \uc774\uc5d0 \ub530\ub77c \ucd5c\uc801\uc758 \uacb0\uc815\uc744 \ub0b4\ub824\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n
2. \ud658\uacbd \uc124\uacc4<\/h2>\n
\n \uc5d0\uc774\uc804\ud2b8\uc758 \ud658\uacbd\uc744 \uc124\uacc4\ud558\uae30 \uc704\ud574\uc11c \uc6b0\ub9ac\ub294 \uac04\ub2e8\ud55c \uadf8\ub9ac\ub4dc \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uadf8\ub9ac\ub4dc\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ud604\uc7ac \uc704\uce58, \uc2dd\ub7c9\uc758 \uc704\uce58, \ubc30\uace0\ud514 \uc218\uce58 \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \ud658\uacbd\uc758 \uc0c1\ud0dc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.
\n \uc608\ub97c \ub4e4\uc5b4, \ubc30\uace0\ud514 \uc218\uce58\uac00 \uc99d\uac00\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \uc774\ub3d9\ud558\uace0, \uc2dd\ub7c9\uc744 \uc218\uc9d1\ud558\uc5ec \ubc30\uace0\ud514 \uc218\uce58\ub97c \uac10\uc18c\uc2dc\ud0a4\ub294 \ubc29\uc2dd\uc73c\ub85c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \nclass HungryAgentEnvironment:\n def __init__(self, grid_size=5):\n self.grid_size = grid_size\n self.agent_position = [0, 0]\n self.food_position = [grid_size - 1, grid_size - 1]\n self.hunger_level = 10\n\n def reset(self):\n self.agent_position = [0, 0]\n self.hunger_level = 10\n return self.get_state()\n\n def get_state(self):\n return (self.agent_position, self.hunger_level)\n\n def step(self, action):\n if action == 'UP':\n self.agent_position[0] = max(0, self.agent_position[0] - 1)\n elif action == 'DOWN':\n self.agent_position[0] = min(self.grid_size - 1, self.agent_position[0] + 1)\n elif action == 'LEFT':\n self.agent_position[1] = max(0, self.agent_position[1] - 1)\n elif action == 'RIGHT':\n self.agent_position[1] = min(self.grid_size - 1, self.agent_position[1] + 1)\n\n if self.agent_position == self.food_position:\n reward = 5 # \uc2dd\ub7c9\uc744 \uc218\uc9d1\ud560 \ub54c \ubc1b\ub294 \ubcf4\uc0c1\n self.hunger_level -= 5 # \ubc30\uace0\ud514 \uac10\uc18c\n else:\n reward = -1 # \uc9d1\uc911\ud560 \uc218 \uc5c6\ub294 \ud589\ub3d9\uc5d0 \ub300\ud55c \ud328\ub110\ud2f0\n self.hunger_level += 1 # \uc2dc\uac04 \uacbd\uacfc\uc5d0 \ub530\ub978 \ubc30\uace0\ud514 \uc99d\uac00\n\n done = self.hunger_level <= 0\n return self.get_state(), reward, done\n <\/code>\n <\/pre>\n3. \ubcf4\uc0c1 \ud568\uc218 \uc815\uc758<\/h2>\n
\n \ubcf4\uc0c1 \ud568\uc218\ub294 \uc5d0\uc774\uc804\ud2b8\uc758 \ud589\ub3d9 \uacb0\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc704 \uc608\uc81c\uc5d0\uc11c \ubcf4\uc0c1 \ud568\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\uc758\ub429\ub2c8\ub2e4.\n <\/p>\n
\n- \uc2dd\ub7c9\uc744 \uc218\uc9d1\ud560 \ub54c: +5 \ud3ec\uc778\ud2b8<\/li>\n
- \uc774\ub3d9 \uc2dc\ub9c8\ub2e4: -1 \ud3ec\uc778\ud2b8<\/li>\n
- \ubc30\uace0\ud514\uc774 0\uc774 \ub420 \ub54c: \uc5d0\uc774\uc804\ud2b8\uac00 \uac8c\uc784\uc5d0\uc11c \ud328\ubc30\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\n \uc774\ub7ec\ud55c \ubcf4\uc0c1\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \uc2dd\ub7c9\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ud0d0\uc0c9\ud558\uace0 \ubc30\uace0\ud514\uc744 \uc904\uc774\uae30 \uc704\ud574 \ud589\ub3d9\ud558\ub294 \uac83\uc744 \uc720\ub3c4\ud569\ub2c8\ub2e4.\n <\/p>\n
4. Q-Learning\uc744 \ud1b5\ud55c \ud559\uc2b5<\/h2>\n
\n \uc774\uc81c \uc5d0\uc774\uc804\ud2b8\ub294 Q-Learning \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \uc815\ucc45\uc744 \ud559\uc2b5\ud574\uc57c \ud569\ub2c8\ub2e4. Q-Learning\uc740 \ud2b9\uc815 \uc0c1\ud0dc\uc5d0\uc11c \uc5b4\ub5a4 \ud589\ub3d9\uc774 \uc5bc\ub9c8\ub098 \uc88b\uc740\uc9c0\ub97c \ud3c9\uac00\ud558\ub294 \uac00\uce58 \ud568\uc218(Q \uac12)\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.\n <\/p>\n
\n \nimport numpy as np\n\nclass QLearningAgent:\n def __init__(self, actions, learning_rate=0.1, discount_factor=0.9):\n self.q_table = {}\n self.alpha = learning_rate\n self.gamma = discount_factor\n self.actions = actions\n\n def get_q_value(self, state, action):\n return self.q_table.get((state, action), 0.0)\n\n def update_q_value(self, state, action, reward, next_state):\n current_q_value = self.get_q_value(state, action)\n max_next_q_value = max([self.get_q_value(next_state, a) for a in self.actions])\n new_q_value = current_q_value + self.alpha * (reward + self.gamma * max_next_q_value - current_q_value)\n self.q_table[(state, action)] = new_q_value\n\n def choose_action(self, state, epsilon=0.1):\n if np.random.rand() < epsilon:\n return np.random.choice(self.actions) # Exploration\n else:\n q_values = [self.get_q_value(state, a) for a in self.actions]\n return self.actions[np.argmax(q_values)] # Exploitation\n <\/code>\n <\/pre>\n5. \uc804\uccb4 \uc5d0\uc774\uc804\ud2b8 \ud559\uc2b5 \uacfc\uc815 \uad6c\ud604<\/h2>\n
\n \ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc5d0\uc774\uc804\ud2b8\ub97c \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574 \ud559\uc2b5 \uacfc\uc815\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \ud658\uacbd\uc5d0\uc11c \ubc18\ubcf5\uc801\uc73c\ub85c \uc5d0\ud53c\uc18c\ub4dc\ub97c \uc9c4\ud589\ud558\uace0, \ub9e4 \ubc18\ubcf5\ub9c8\ub2e4 \uc0c1\ud0dc\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uba70 Q \uac12\uc744 \uc870\uc815\ud569\ub2c8\ub2e4.\n <\/p>\n
\n \ndef train_agent(episodes=1000):\n env = HungryAgentEnvironment()\n agent = QLearningAgent(actions=['UP', 'DOWN', 'LEFT', 'RIGHT'])\n\n for episode in range(episodes):\n state = env.reset()\n done = False\n while not done:\n action = agent.choose_action(state)\n next_state, reward, done = env.step(action)\n agent.update_q_value(state, action, reward, next_state)\n state = next_state\n print(\"Training completed.\")\n\ntrain_agent()\n <\/code>\n <\/pre>\n6. \uacb0\ub860<\/h2>\n
\n \ubcf8 \uae00\uc5d0\uc11c\ub294 \ubc30\uace0\ud514 \uad00\ub9ac \uc5d0\uc774\uc804\ud2b8\uc758 \uc124\uacc4\uc640 Q-Learning\uc744 \ud1b5\ud55c \ud559\uc2b5 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5\uc758 \ub2e4\uc591\ud55c \uc694\uc18c\ub97c \ud1b5\ud569\ud574 \uc5d0\uc774\uc804\ud2b8\uc758 \ud589\ub3d9\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc758\ubbf8\uac00 \uc788\ub294 \uc0ac\ub840\uc785\ub2c8\ub2e4.
\n \uc62c\ubc14\ub978 \ubcf4\uc0c1 \ud568\uc218\ub97c \uc815\uc758\ud558\uace0 \uc801\uc808\ud55c \ud658\uacbd\uc744 \uc124\uc815\ud558\ub294 \uac83\uc774 \uc5d0\uc774\uc804\ud2b8\uc758 \ud559\uc2b5 \uc131\ub2a5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc740 \ub9e4\uc6b0 \ud07d\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5\uc744 \ud1b5\ud55c \ubcf5\uc7a1\ud55c \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uac00 \ud544\uc694\ud558\uba70, \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\uc758 \uc131\uacf5\uc801\uc778 \uc801\uc6a9 \uac00\ub2a5\uc131\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.\n <\/p>\n<\/article>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uac15\ud654 \ud559\uc2b5(RL)\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uae30\uacc4 \ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 ‘\ubc30\uace0\ud514’\uc744 \uad00\ub9ac\ud558\ub294 \ubcf5\uc7a1\ud55c \ud589\ub3d9 \ud559\uc2b5 \uc0ac\ub840\ub97c \ub2e4\ub8e8\uace0, \uc774 \uacfc\uc815\uc5d0\uc11c \ubcf4\uc0c1 \ud568\uc218\uc758 \uc815\uc758\uc640 \uc5d0\uc774\uc804\ud2b8\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \ubc30\uace0\ud514 \uad00\ub9ac \ubb38\uc81c\uc758 \uc815\uc758 ‘\ubc30\uace0\ud514 \uad00\ub9ac’ \ubb38\uc81c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uc77c\uc815\ud55c \uc2dc\uc810\uc5d0 ‘\ubc30\uace0\ud514’\uc744 \ub290\ub07c\uace0 \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc2dd\ub7c9\uc744 \ud0d0\uc0c9 \ubc0f \uc18c\ube44\ud558\ub294 \uc0c1\ud669\uc744 \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 … \ub354 \ubcf4\uae30 “40. \ubcf5\uc7a1\ud55c \ud589\ub3d9 \ud559\uc2b5 \uc0ac\ub840 \ubc30\uace0\ud514 \uad00\ub9ac \uc5d0\uc774\uc804\ud2b8 \ub9cc\ub4e4\uae30, \ubcf4\uc0c1 \ud568\uc218 \uc815\uc758 \ubc0f \uc5d0\uc774\uc804\ud2b8 \ud559\uc2b5 \uacfc\uc815 \uc124\uba85”<\/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":[213],"tags":[],"class_list":["post-40410","post","type-post","status-publish","format-standard","hentry","category-213"],"yoast_head":"\n40. \ubcf5\uc7a1\ud55c \ud589\ub3d9 \ud559\uc2b5 \uc0ac\ub840 \ubc30\uace0\ud514 \uad00\ub9ac \uc5d0\uc774\uc804\ud2b8 \ub9cc\ub4e4\uae30, \ubcf4\uc0c1 \ud568\uc218 \uc815\uc758 \ubc0f \uc5d0\uc774\uc804\ud2b8 \ud559\uc2b5 \uacfc\uc815 \uc124\uba85 - 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