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\ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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<\/p>\n

\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud2b8\ub808\uc774\ub529\uc740 \uacfc\uac70 \ub370\uc774\ud130\uc640 \uc2dc\uc7a5 \ub3d9\ud5a5\uc744 \ubd84\uc11d\ud558\uc5ec \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec\uc740 \uac15\ud654\ud559\uc2b5\uc758 \uc77c\uc885\uc73c\ub85c, \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ucd5c\uc801\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud45c\ud604\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \ub450 \uae30\uc220\uc740 \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc73c\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \ud2b8\ub808\uc774\ub529\uc5d0 \ud544\uc694\ud55c \uacfc\uac70 \ub370\uc774\ud130\uc640 \ud604\uc7ac \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\uc804\ucc98\ub9ac:<\/strong> \ub370\uc774\ud130 \ud074\ub9ac\ub2dd\uacfc \uc815\uaddc\ud654 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \uac00\uacf5\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uc120\ud0dd:<\/strong> \ud68c\uadc0, \ubd84\ub958, \ud074\ub7ec\uc2a4\ud130\ub9c1 \ub4f1 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c \uc801\uc808\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n
\ud6c8\ub828:<\/strong> \uc120\ud0dd\ud55c \ubaa8\ub378\ub85c \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\ud3c9\uac00:<\/strong> \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \ud544\uc694\ud55c \uacbd\uc6b0 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n

\uc608\uce21:<\/strong> \ucd5c\uc885 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \ud2b9\ud788 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc694\uc18c\uc785\ub2c8\ub2e4:<\/p>\n
\n
\uc2e0\uacbd\ub9dd:<\/strong> \uae30\ubcf8\uc801\uc778 \uad6c\uc131 \ub2e8\uc704\ub85c, \uc5ec\ub7ec \uce35(layer)\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5b4 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ud65c\uc131\ud654 \ud568\uc218:<\/strong> \uac01 \ub274\ub7f0\uc758 \ucd9c\ub825 \uac12\uc744 \uacb0\uc815\ud558\ub294 \ud568\uc218\ub85c, \ube44\uc120\ud615\uc131\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n
\uc5ed\uc804\ud30c:<\/strong> \uc624\ub958\ub97c \uae30\ubc18\uc73c\ub85c \uc2e0\uacbd\ub9dd\uc758 \uac00\uc911\uce58\ub97c \uc870\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc694\uc131<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uace0\uc18d \uac70\ub798\uc640 \ub300\ub7c9 \uac70\ub798\ub97c \uc2e4\ud589\ud558\uae30 \uc704\ud574 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \uc774\uc720\uc785\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \ubd84\uc11d:<\/strong> \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5 \uc608\uce21 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc18d\ub3c4:<\/strong> \ud2b8\ub808\uc774\ub529 \uacb0\uc815\uc744 \uc989\uac01\uc801\uc73c\ub85c \ub0b4\ub9b4 \uc218 \uc788\uc5b4 \uacbd\uc7c1\ub825 \uc788\ub294 \uac70\ub798\uac00 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/li>\n
\uac10\uc815 \ubc30\uc81c:<\/strong> \uc54c\uace0\ub9ac\uc998\uc774 \uc0ac\ub78c\uc758 \uac10\uc815\uc801\uc778 \ud310\ub2e8\uc744 \ubc30\uc81c\ud558\uace0 \uac1d\uad00\uc801\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec \uac1c\uc694<\/h2>\n
Q-\ub7ec\ub2dd\uc740 \uac15\ud654\ud559\uc2b5\uc758 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\ub85c, \uc5d0\uc774\uc804\ud2b8\uac00 \uc8fc\uc5b4\uc9c4 \ud658\uacbd\uc5d0\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4. \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc5d0 Q-\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 \uac15\ud654\ud559\uc2b5\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n
\uac15\ud654\ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \uc815\ucc45(policy)\uc744 \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc0c1\ud0dc(S):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud604\uc7ac \ub193\uc778 \ud658\uacbd\uc758 \uc0c1\ud0dc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n
\ud589\ub3d9(A):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \ubaa8\ub4e0 \ud589\ub3d9\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4.<\/li>\n
\ubcf4\uc0c1(R):<\/strong> \ud2b9\uc815 \ud589\ub3d9\uc744 \ucde8\ud55c \uacb0\uacfc\ub85c \uc8fc\uc5b4\uc9c0\ub294 \uac12\uc73c\ub85c, \uc5d0\uc774\uc804\ud2b8\uc758 \ud559\uc2b5 \ubaa9\ud45c\uac00 \ub429\ub2c8\ub2e4.<\/li>\n
\uc815\ucc45(\u03c0):<\/strong> \uc0c1\ud0dc\uc5d0 \ub530\ub77c \uc5b4\ub5a4 \ud589\ub3d9\uc744 \uc120\ud0dd\ud560 \uac83\uc778\uc9c0 \uacb0\uc815\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.2 Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec \uc124\uba85<\/h3>\n
Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec\uc740 \uac01 \uc0c1\ud0dc\uc5d0\uc11c \uac00\ub2a5\ud55c \ud589\ub3d9\uc758 \uac00\uce58(Q-value)\ub97c \ucd94\uc815\ud569\ub2c8\ub2e4. \uc774 \uac00\uce58\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ud2b9\uc815 \ud589\ub3d9\uc744 \ucde8\ud588\uc744 \ub54c \uc608\uc0c1\ub418\ub294 \ubbf8\ub798\uc758 \ubcf4\uc0c1\uc758 \ud569\uc785\ub2c8\ub2e4. Q-\ub7ec\ub2dd\uc758 \ud575\uc2ec\uc740 Q-\uac12\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\uc785\ub2c8\ub2e4:<\/p>\n
\nQ(S, A) \u2190 Q(S, A) + \u03b1[R + \u03b3 max(Q(S', A')) - Q(S, A)]\n<\/pre>\n
\uc5ec\uae30\uc11c, \u03b1\ub294 \ud559\uc2b5\ub960, \u03b3\ub294 \ud560\uc778\uc728, S’\ub294 \ub2e4\uc74c \uc0c1\ud0dc, A’\ub294 \ub2e4\uc74c \uc0c1\ud0dc\uc5d0\uc11c \uac00\ub2a5\ud55c \ud589\ub3d9\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. Q-\ub7ec\ub2dd\uc758 \ubaa9\ud45c\ub294 Q-\uac12\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uc5ec \ucd5c\uc801\uc758 \uc815\ucc45\uc744 \ucc3e\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
4. Q-\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uad6c\ud604<\/h2>\n
Q-\ub7ec\ub2dd\uc744 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c \ub2e8\uacc4\ub97c \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
4.1 \ud658\uacbd \uc124\uc815<\/h3>\n
\ud2b8\ub808\uc774\ub529 \ud658\uacbd\uc744 \uc815\uc758\ud569\ub2c8\ub2e4. \uc774\ub294 \uc0c1\ud0dc, \ud589\ub3d9, \ubcf4\uc0c1 \uad6c\uc870\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n
\n
\uc0c1\ud0dc:<\/strong> \uc8fc\uac00, \uc774\ub3d9 \ud3c9\uade0, \uac70\ub798\ub7c9 \ub4f1 \uc911\uc694\ud55c \uc9c0\ud45c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n
\ud589\ub3d9:<\/strong> \ub9e4\uc218, \ub9e4\ub3c4, \uc720\uc9c0\uc758 \uc138 \uac00\uc9c0 \ud589\ub3d9\uc73c\ub85c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubcf4\uc0c1:<\/strong> \uac70\ub798\uc758 \uc218\uc775\ub960\ub85c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uacfc\uac70 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc8fc\uac00\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc774\uae30 \ub54c\ubb38\uc5d0, \uc774\ub97c \uc801\uc808\ud788 \uc2dc\ud000\uc2f1\ud558\uace0 \uc815\uaddc\ud654\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
4.3 Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec \uad6c\ud604<\/h3>\n
\uc774\uc81c Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. \uba3c\uc800 Q-\ud14c\uc774\ube14\uc744 \ucd08\uae30\ud654\ud55c \ud6c4, \uc5ec\ub7ec \uc5d0\ud53c\uc18c\ub4dc\ub97c \ud1b5\ud574 \ud559\uc2b5\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4. \uc608\uc2dc \ucf54\ub4dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport numpy as np\nimport random\n\n# \ucd08\uae30\ud654\nstates = ... # \uc0c1\ud0dc \uacf5\uac04\nactions = ['buy', 'sell', 'hold']\nnum_states = len(states)\nnum_actions = len(actions)\nQ_table = np.zeros((num_states, num_actions))\n\n# \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\nalpha = 0.1 # \ud559\uc2b5\ub960\ngamma = 0.9 # \ud560\uc778\uc728\nepsilon = 1.0 # \ud0d0\ud5d8\ub960\n\n# \uc5d0\ud53c\uc18c\ub4dc \ubc18\ubcf5\nfor episode in range(num_episodes):\n # \ucd08\uae30 \uc0c1\ud0dc \uc124\uc815\n state = env.reset()\n \n # \uac01 \ub2e8\uacc4 \ubc18\ubcf5\n for t in range(max_steps):\n # \ud0d0\uc0c9 \ub610\ub294 explot\n if random.uniform(0, 1) < epsilon:\n action = random.choice(range(num_actions)) # \ub79c\ub364 \uc120\ud0dd\n else:\n action = np.argmax(Q_table[state]) # \ucd5c\ub300 Q-\uac12 \uc120\ud0dd\n \n # \ud589\ub3d9 \uc218\ud589 \ubc0f \ub2e4\uc74c \uc0c1\ud0dc\uc640 \ubcf4\uc0c1 \ubc1b\uae30\n next_state, reward, done = env.step(action)\n \n # Q-\uac12 \uc5c5\ub370\uc774\ud2b8\n Q_table[state][action] += alpha * (reward + gamma * np.max(Q_table[next_state]) - Q_table[state][action])\n state = next_state\n \n if done:\n break\n # \ud0d0\ud5d8\ub960 \uac10\uc18c\n epsilon = max(epsilon * decay_rate, min_epsilon)\n<\/pre>\n
5. Q-\ub7ec\ub2dd\uc758 \ud55c\uacc4\uc640 \uace0\ub824\uc0ac\ud56d<\/h2>\n
Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uccab\uc9f8, \uc0c1\ud0dc \uacf5\uac04\uc774 \ucee4\uc9c8 \uacbd\uc6b0 Q-\ud14c\uc774\ube14\uc774 \ube44\ud6a8\uc728\uc801\uc73c\ub85c \ucee4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub458\uc9f8, \ud658\uacbd\uc758 \ubcc0\ub3d9\uc131\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc801\uc751\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub525\ub7ec\ub2dd\uc744 \uacb0\ud569\ud55c DQN(Deep Q-Network)\uacfc \uac19\uc740 \ubc29\ubc95\ub860\uc774 \ubc1c\uc804\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 DQN\uc744 \ud1b5\ud55c \uc131\ub2a5 \ud5a5\uc0c1<\/h3>\n
DQN\uc740 Q-\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uacb0\ud569\ud55c \ubc29\ubc95\uc73c\ub85c, Q-\uac12\uc744 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \uadfc\uc0ac\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ud658\uacbd\uc5d0\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ub192\uc77c \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. Q-\ub7ec\ub2dd\uc744 \ud3ec\ud568\ud55c \uac15\ud654\ud559\uc2b5 \ubc29\ubc95\ub860\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ucd5c\uc801\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc90d\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uae30\ubc95\uc744 \uc801\uc6a9\ud568\uc5d0 \uc788\uc5b4 \ub2e4\uc591\ud55c \ubcc0\uc218\uc640 \uc2dc\uc2a4\ud15c\uc758 \ubcf5\uc7a1\uc131\uc744 \uace0\ub824\ud574\uc57c \ud558\uba70, \uc9c0\uc18d\uc801\uc778 \ud14c\uc2a4\ud2b8\uc640 \ud3c9\uac00\uac00 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\uc774 \uac15\uc758\ub97c \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc774\ud574\ub3c4\ub97c \ub192\uc774\uace0, \uc2e4\uc81c\ub85c Q-\ub7ec\ub2dd \uc54c\uace0\ub9ac\ub4ec\uc744 \uad6c\ud604\ud558\uc5ec \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uae30\ubc18 \uc9c0\uc2dd\uc744 \uc313\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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