\ubcf4\uc0c1(Reward):<\/strong> \uc120\ud0dd\ud55c \ud589\ub3d9\uc758 \uacb0\uacfc\ub85c \uc5bb\ub294 \ud53c\ub4dc\ubc31<\/li>\n<\/ul>\n3.1. Q-\ub7ec\ub2dd<\/h4>\n
\n Q-\ub7ec\ub2dd\uc740 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uac15\ud654\ud559\uc2b5 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\ub85c, \uc0c1\ud0dc-\ud589\ub3d9 \uc30d\uc5d0 \ub300\ud55c Q\uac12\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.
\n \uc5d0\uc774\uc804\ud2b8\ub294 \uc8fc\uc5b4\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \ud589\ub3d9\uc744 \uc120\ud0dd\ud558\uace0, \uadf8 \uacb0\uacfc\ub85c \ubcf4\uc0c1\uc744 \ubc1b\uc73c\uba70 Q\uac12\uc744 \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.
\n Q-\ub7ec\ub2dd\uc758 \uc5c5\ub370\uc774\ud2b8 \uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\nQ(s, a) <- Q(s, a) + \u03b1[r + \u03b3 max(Q(s', a')) - Q(s, a)]
\n<\/code><\/p>\n\n \uc5ec\uae30\uc11c \u03b1<\/strong>\ub294 \ud559\uc2b5\ub960, \u03b3<\/strong>\ub294 \ud560\uc778 \uc778\uc790, r<\/strong>\uc740 \ubcf4\uc0c1,
\n s<\/strong>\ub294 \ud604\uc7ac \uc0c1\ud0dc, a<\/strong>\ub294 \ud589\ub3d9, s’<\/strong>\ub294 \ub2e4\uc74c \uc0c1\ud0dc\ub97c \ub73b\ud569\ub2c8\ub2e4.\n<\/p>\n3.2. \ub525 Q-\ub7ec\ub2dd<\/h4>\n
\n Q-\ub7ec\ub2dd\uc758 \ud55c\uacc4\uc810\uc744 \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \uacb0\ud569\ud55c \ub525 Q-\ub7ec\ub2dd\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\n \ub525 Q-\ub7ec\ub2dd\uc5d0\uc11c\ub294 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec Q\uac12\uc744 \uadfc\uc0ac\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \uc0c1\ud0dc \uacf5\uac04\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ub2e4\ub8f0 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4. \uc2dc\uc7a5 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4\uc11c \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uc804\ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \uacfc\uc815\uc785\ub2c8\ub2e4.
\n \uc774 \ub2e8\uacc4\uc5d0\uc11c \uc720\uc758\uc0ac\ud56d\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\n- \uc2e0\ub8b0\uc131 \uc788\ub294 \ub370\uc774\ud130 \uc18c\uc2a4:<\/strong> \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc740 \uc608\uce21\uc758 \uc815\ud655\uc131\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/li>\n
- \uacb0\uce21\uce58 \ucc98\ub9ac:<\/strong> \uacb0\uce21\uce58\ub97c \uc801\uc808\ud788 \ucc98\ub9ac\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc800\ud558\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \uc815\uaddc\ud654 \ubc0f \ud45c\uc900\ud654:<\/strong> \ub2e4\uc591\ud55c \uc2a4\ucf00\uc77c\uc758 \ub370\uc774\ud130\ub97c \ub3d9\uc77c \uae30\uc900\uc73c\ub85c \ub9de\ucdb0\uc8fc\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
5. \ubaa8\ub378 \ud559\uc2b5\uacfc \ud3c9\uac00<\/h3>\n
\n \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.
\n \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \ud6c8\ub828 \uc138\ud2b8\uc640 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub85c \ub098\ub204\uc5b4 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.
\n \uc774 \uacfc\uc815\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 \uc8fc\uc694 \ud3c9\uac00\uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\n- \uc815\ud655\ub3c4(Accuracy)<\/li>\n
- \uc815\ubc00\ub3c4(Precision)<\/li>\n
- \uc7ac\ud604\uc728(Recall)<\/li>\n
- F1 Score<\/li>\n
- \uc0e4\ud504 \ube44\uc728(Sharpe Ratio)<\/li>\n<\/ul>\n
6. \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc131\uacf5\uc801\uc73c\ub85c \ud559\uc2b5\ub418\uc5c8\ub2e4\uba74, \ub2e4\uc74c \ub2e8\uacc4\ub294 \uc774\ub97c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.
\n \uc2dc\uc2a4\ud15c \uad6c\ucd95 \uc2dc \uace0\ub824\ud574\uc57c \ud560 \uc0ac\ud56d\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\n- \uc790\ub3d9 \uc8fc\ubb38 \uc2dc\uc2a4\ud15c:<\/strong> \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud55c \uc8fc\ubb38 \uc2e4\ud589\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n
- \ub9ac\uc2a4\ud06c \uad00\ub9ac:<\/strong> \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac \uc804\ub7b5\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n
- \ubc31\ud14c\uc2a4\ud305:<\/strong> \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
7. \uacb0\ub860<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud604\ub300 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c \uc810\uc810 \ub354 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc815\ucc45\uc744 \ud1b5\ud574 \uc0c1\ud0dc\uc5d0\uc11c \ud589\ub3d9\uc73c\ub85c \uc804\uc774\ud558\ub294 \uacfc\uc815\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud569\ub2c8\ub2e4.
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c \uc18c\uac1c\ud55c \ub0b4\uc6a9\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c \uc5ec\ub7ec\ubd84\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubc1c\uc804\uc2dc\ud0a4\uace0,
\n \uc131\uacf5\uc801\uc778 \ud22c\uc790\ub97c \uc774\ub8e8\uae30 \uc704\ud55c \uae30\ucd08\ub97c \ub9c8\ub828\ud558\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n<\/p>\n
\n \ucd94\uac00\ub85c, \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \ud1b5\ud574 \uc790\uc2e0\uc758 \uc804\ub7b5\uc744 \uacc4\uc18d\ud574\uc11c \uac1c\uc120\ud574 \ub098\uac00\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.
\n \ubbf8\ub798\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc774 \uc5b4\ub5a4 \ubcc0\ud654\ub97c \uac00\uc838\uc62c\uc9c0 \uae30\ub300\ub429\ub2c8\ub2e4.\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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