\uc77c\uad00\uc131:<\/strong> \uc0c1\ud0dc\ub294 \uc77c\uad00\ub41c \ubc29\uc2dd\uc73c\ub85c \ud45c\ud604\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub3d9\uc77c\ud55c \ud658\uacbd\uc758 \ub3d9\uc77c\ud55c \uc0c1\ud669\uc5d0\uc11c \ud56d\uc0c1 \uac19\uc740 \uc0c1\ud0dc\ub97c \ubc18\ud658\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc0c1\ud0dc \uc815\uc758 \ubc29\ubc95<\/h2>\n
\uc0c1\ud0dc \uacf5\uac04\uc744 \uc124\uacc4\ud558\ub294 \ubc29\ubc95\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uba87 \uac00\uc9c0 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\ub860\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n
1. \uc6d0\uc2dc \uc815\ubcf4 \uae30\ubc18 \uc0c1\ud0dc \uc815\uc758<\/h3>\n
\uc6d0\uc2dc \uc815\ubcf4\ub780 \ud658\uacbd\uc5d0\uc11c \uc9c1\uc811 \uc5bb\uc744 \uc218 \uc788\ub294 \uce21\uc815\uac12\uc774\ub098 \uad00\ucc30\uac12\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\ub3d9\ucc28 \uc8fc\ud589 \uc2dc \ucc28\ub7c9\uc758 \uc18d\ub3c4, \uac00\uc18d\ub3c4, \ud604\uc7ac \uc704\uce58 \ub4f1\uc774 \uc6d0\uc2dc \uc815\ubcf4\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc0c1\ud0dc\ub97c \uc815\uc758\ud558\uba74, \ubaa8\ub378\uc774 \ud658\uacbd\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \uc778\uc2dd\uc744 \uac00\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc6d0\uc2dc \uc815\ubcf4\ub97c \uadf8\ub300\ub85c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0, \uc815\ubcf4\uc758 \uc911\ubcf5\uc774 \ubc1c\uc0dd\ud558\uac70\ub098 \uc0c1\ud0dc \uacf5\uac04 \ucc28\uc6d0\uc774 \uae09\uaca9\ud558\uac8c \uc99d\uac00\ud560 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2. \ud2b9\uc9d5 \ucd94\ucd9c(Fetaure Extraction) \uae30\ubc18 \uc0c1\ud0dc \uc815\uc758<\/h3>\n
\ud2b9\uc9d5 \ucd94\ucd9c\uc740 \uc6d0\uc2dc \uc815\ubcf4\ub97c \ud65c\uc6a9\ud558\uc5ec \ud658\uacbd\uc758 \uc911\uc694\ud55c \ud2b9\uc131\uc744 \ucd94\ucd9c\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc6d0\uc2dc \uc815\ubcf4\ub97c \uc870\ud569\ud574 \ub354 \uc758\ubbf8 \uc788\ub294 \uc0c1\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5ec\ub7ec \uc13c\uc11c\uc5d0\uc11c \uce21\uc815\ud55c \uc18d\ub3c4\uc640 \ubc29\ud5a5 \uc815\ubcf4\ub97c \uacb0\ud569\ud574 \ucc28\ub7c9\uc758 \ud589\ub3d9\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \uc0c1\ud0dc\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc798 \uc124\uacc4\ub41c \ud2b9\uc9d5\uc740 \uc5d0\uc774\uc804\ud2b8\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \ucc28\uc6d0 \uac10\uc18c(Dimensionality Reduction) \uae30\ubc95 \ud65c\uc6a9<\/h3>\n
\uc0c1\ud0dc \uacf5\uac04\uc774 \ub108\ubb34 \ub9ce\uc740 \ucc28\uc6d0\uc744 \uac00\uc9c0\uace0 \uc788\uc744 \uacbd\uc6b0, \ud559\uc2b5\uc5d0 \ud544\uc694\ud55c \uacc4\uc0b0 \uc790\uc6d0\uc774 \uae09\uc99d\ud558\uac8c \ub418\uba70, \uc774\ub294 \uacfc\uc801\ud569(overfitting) \ubb38\uc81c\ub97c \uc77c\uc73c\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc28\uc6d0 \uac10\uc18c \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0c1\ud0dc \uacf5\uac04\uc744 \uc801\uc808\ud55c \ucc28\uc6d0\uc73c\ub85c \ucd95\uc18c\ud558\uba74, \ub354 \ud6a8\uc728\uc801\uc778 \ud559\uc2b5\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc8fc\uc131\ubd84 \ubd84\uc11d(Principal Component Analysis, PCA), t-SNE(t-distributed Stochastic Neighbor Embedding)\uc640 \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd \ud65c\uc6a9<\/h3>\n
\ud2b9\uc815 \ubb38\uc81c\uc5d0 \ub300\ud55c \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0c1\ud0dc\ub97c \uc815\uc758\ud558\ub294 \uac83\uc774 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \ud658\uc790\uc758 \ub370\uc774\ud130(\ub098\uc774, \uc131\ubcc4, \uc99d\uc0c1 \ub4f1)\ub97c \uae30\ubc18\uc73c\ub85c \uc0c1\ud0dc\ub97c \uc815\uc758\ud55c\ub2e4\uba74 \uc774 \uc815\ubcf4\ub97c \ud1b5\ud574 \ub354\uc6b1 \uc758\ubbf8 \uc788\ub294 \uacb0\uc815\uc744 \ud558\uac8c \ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \uc804\ubb38\uac00\uc758 \uc9c0\uc2dd\uc744 LTE(Learning to Extract)\uc640 \uacb0\ud569\ud558\uc5ec RL \uc131\ub2a5\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uac15\ud654\ud559\uc2b5 \ud658\uacbd\uc5d0 \ub530\ub978 \uc0c1\ud0dc \uc815\uc758<\/h3>\n
\uc0c1\ud0dc \uc815\uc758\ub294 \ud2b9\uc815 \uac15\ud654\ud559\uc2b5 \ud658\uacbd\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, OpenAI\uc758 Gym\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud074\ub798\uc2dd \uc81c\uc5b4 \ubb38\uc81c\uc5d0\uc11c\ub294 \uc0c1\ud0dc\uac00 \uac04\ub2e8\ud55c \ubca1\ud130\ub85c \ud45c\ud604\ub418\uba70, \ubcf4\ub4dc\uac8c\uc784\uc5d0\uc11c\ub294 \ud2b9\uc815 \ubcf4\ub4dc\uc758 \uc0c1\ud0dc\ub97c \ud45c\ud604\ud558\ub294 \ubcf5\uc7a1\ud55c \uad6c\uc870\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131\uc744 \uace0\ub824\ud558\uc5ec \uc0c1\ud0dc \uacf5\uac04\uc744 \uc124\uacc4\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\uc0c1\ud0dc \uacf5\uac04 \uc124\uacc4\uc758 \uc0ac\ub840<\/h2>\n
\uc774\uc81c \uc704\uc758 \uc6d0\uce59\uacfc \ubc29\ubc95\ub860\uc744 \uc801\uc6a9\ud558\uc5ec \uad6c\uccb4\uc801\uc778 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc2a4\uce74\ub9c8\uc2a4\ud130(Suckmaster)\ub77c\ub294 \uc2dc\ubbac\ub808\uc774\uc158 \ud658\uacbd\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\ub97c \ud6c8\ub828\ud558\uae30 \uc704\ud55c \uc0c1\ud0dc \uacf5\uac04\uc744 \uc124\uacc4\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
import numpy as np\n\nclass SuckmasterEnv:\n def __init__(self):\n self.grid_size = (5, 5) # \uac00\uc815\ud558\ub294 \uaca9\uc790\uc758 \ud06c\uae30\n self.state = np.zeros(self.grid_size) # \ucd08\uae43\uac12\n\n def reset(self):\n self.state = np.zeros(self.grid_size) # \ud658\uacbd \ucd08\uae30\ud654\n return self.state.flatten() # \uc0c1\ud0dc\ub97c \uc77c\ucc28\uc6d0 \ubc30\uc5f4\ub85c \ubc18\ud658\n\n def step(self, action):\n # \uc5d0\uc774\uc804\ud2b8\uc758 \ud589\ub3d9\uc5d0 \ub530\ub77c \uc0c1\ud0dc \ubcc0\uacbd \ubc0f \ubcf4\uc0c1 \ubc18\ud658 \ub85c\uc9c1\n # ...\n return next_state.flatten(), reward, done, {}\n\n# \uac04\ub2e8\ud55c \uc0c1\ud0dc \uad00\ucc30\nenv = SuckmasterEnv()\nstate = env.reset()\nprint(f'\ucd08\uae30 \uc0c1\ud0dc: {state}')\n<\/code><\/pre>\n\ub9c8\ubb34\ub9ac<\/h2>\n
\uc0c1\ud0dc \uacf5\uac04 \uc124\uacc4\ub294 \uac15\ud654\ud559\uc2b5\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uacfc\uc815\uc73c\ub85c, \uc5d0\uc774\uc804\ud2b8\uac00 \ucd5c\uc801\uc758 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0c1\ud0dc \uc815\uc758 \ubc29\ubc95\uc744 \ud65c\uc6a9\ud574 \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uacf5\uac04\uc744 \uc124\uacc4\ud568\uc73c\ub85c\uc368, \uac15\ud654\ud559\uc2b5\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uac1c\uc120\uc744 \ud1b5\ud574 \uc548\uc815\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc778 \uc0c1\ud0dc \uc124\uacc4 \ubc29\ubc95\uc744 \ucc3e\uc544\uac00\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\uc5ec\uae30\uc11c \uc81c\uc2dc\ub41c \ubc29\ubc95\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0 \ub9de\ucd98 \uc0c1\ud0dc \uacf5\uac04\uc744 \uc124\uacc4\ud574 \ubcf4\uae38 \ubc14\ub78d\ub2c8\ub2e4. \uac01 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub9de\ub294 \ucd5c\uc801\uc758 \uc0c1\ud0dc \uc124\uacc4\ub97c \ud1b5\ud574 \uac15\ud654\ud559\uc2b5\uc758 \uac00\ub2a5\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uac15\ud654\ud559\uc2b5(Reinforcement Learning, RL)\uc5d0\uc11c \uc0c1\ud0dc \uacf5\uac04(State Space)\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\ub294 \ub370 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uac1c\ub150\uc785\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \ubc1b\uc744 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc0c1\ud0dc\ub97c \uc815\uc758\ud558\ub294 \uacfc\uc815\uc740 \uac15\ud654\ud559\uc2b5\uc758 \uc131\ub2a5\uacfc \ud559\uc2b5 \ub2a5\ub825\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30 \ub54c\ubb38\uc5d0, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc124\uacc4\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc0c1\ud0dc \uacf5\uac04 \uc124\uacc4\uc758 \uc911\uc694\uc131\uacfc \uad6c\uccb4\uc801\uc778 \uc124\uacc4 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0c1\ud0dc \uacf5\uac04\uc758 \uc815\uc758\uc640 \uc911\uc694\uc131 \uc0c1\ud0dc \uacf5\uac04\uc774\ub780 \uc5d0\uc774\uc804\ud2b8\uac00 … \ub354 \ubcf4\uae30 “7. \uc0c1\ud0dc \uacf5\uac04(State Space) \uc124\uacc4\ud558\uae30, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc815\uc758 \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":[213],"tags":[],"class_list":["post-40492","post","type-post","status-publish","format-standard","hentry","category-213"],"yoast_head":"\n7. \uc0c1\ud0dc \uacf5\uac04(State Space) \uc124\uacc4\ud558\uae30, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc815\uc758 \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\/40492\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"7. \uc0c1\ud0dc \uacf5\uac04(State Space) \uc124\uacc4\ud558\uae30, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc815\uc758 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uac15\ud654\ud559\uc2b5(Reinforcement Learning, RL)\uc5d0\uc11c \uc0c1\ud0dc \uacf5\uac04(State Space)\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\ub294 \ub370 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uac1c\ub150\uc785\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \ubc1b\uc744 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc0c1\ud0dc\ub97c \uc815\uc758\ud558\ub294 \uacfc\uc815\uc740 \uac15\ud654\ud559\uc2b5\uc758 \uc131\ub2a5\uacfc \ud559\uc2b5 \ub2a5\ub825\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30 \ub54c\ubb38\uc5d0, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc124\uacc4\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc0c1\ud0dc \uacf5\uac04 \uc124\uacc4\uc758 \uc911\uc694\uc131\uacfc \uad6c\uccb4\uc801\uc778 \uc124\uacc4 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0c1\ud0dc \uacf5\uac04\uc758 \uc815\uc758\uc640 \uc911\uc694\uc131 \uc0c1\ud0dc \uacf5\uac04\uc774\ub780 \uc5d0\uc774\uc804\ud2b8\uac00 … \ub354 \ubcf4\uae30 "7. \uc0c1\ud0dc \uacf5\uac04(State Space) \uc124\uacc4\ud558\uae30, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc815\uc758 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/40492\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-04T01:52:10+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:39:02+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<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/40492\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/40492\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"7. \uc0c1\ud0dc \uacf5\uac04(State Space) \uc124\uacc4\ud558\uae30, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc815\uc758 \ubc29\ubc95\",\"datePublished\":\"2024-11-04T01:52:10+00:00\",\"dateModified\":\"2024-11-26T06:39:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/40492\/\"},\"wordCount\":29,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\uac15\ud654\ud559\uc2b5\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/40492\/\",\"url\":\"https:\/\/atmokpo.com\/w\/40492\/\",\"name\":\"7. \uc0c1\ud0dc \uacf5\uac04(State Space) \uc124\uacc4\ud558\uae30, \ud6a8\uacfc\uc801\uc778 \uc0c1\ud0dc \uc815\uc758 \ubc29\ubc95 - 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