{"id":29247,"date":"2024-10-27T16:17:29","date_gmt":"2024-10-27T16:17:29","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29247"},"modified":"2024-11-26T06:53:27","modified_gmt":"2024-11-26T06:53:27","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%9d%bc%eb%b0%98%ed%99%94%eb%90%9c-%ec%a0%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29247\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5"},"content":{"rendered":"<p>\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc758 \uad6c\uc131 \uc694\uc18c\ub85c\uc11c \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 ML\uacfc DL\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uace0, \ud2b9\ud788 &#8216;\uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5(Generalized Policy Iteration, GPI)&#8217;\uc758 \uac1c\ub150\uc744 \uc911\uc2ec\uc73c\ub85c \uc5f0\uad00\ub41c \uc54c\uace0\ub9ac\uc998\uacfc \uae30\ubc95\ub4e4\uc744 \ud0d0\uad6c\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc774\ud574<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\uc2dd, \uc635\uc158, \uc678\ud658, \uadf8\ub9ac\uace0 \ub2e4\ub978 \uae08\uc735 \uc790\uc0b0 \uac70\ub798\ub97c \uc790\ub3d9\ud654\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\ub4e4\uc740 \uc8fc\ub85c \uace0\uae09 \ud1b5\uacc4 \ubd84\uc11d, \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \uadf8\ub9ac\uace0 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \uc2dc\uc7a5 \ud2b8\ub80c\ub4dc\ub97c \ud3ec\ucc29\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810\uc740 \uc2e0\uc18d\ud55c \uac70\ub798 \uc2e4\ud589\uacfc \uc778\uac04\uc758 \uac10\uc815 \uc601\ud5a5\uc744 \ubc30\uc81c\ud558\uba70, \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \ud568\uc73c\ub85c\uc368 \ud22c\uc790 \uc131\uacfc\ub97c \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\ub85c, \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd\uc740 \uac10\ub3c5\ud559\uc2b5(Supervised Learning), \ube44\uac10\ub3c5\ud559\uc2b5(Unsupervised Learning), \uac15\ud654\ud559\uc2b5(Reinforcement Learning)\uc73c\ub85c \uad6c\ubd84\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uc885\ub958\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud45c\ud604\uc744 \ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uac10\ub3c5\ud559\uc2b5<\/h3>\n<p>\uac10\ub3c5\ud559\uc2b5\uc740 \uc785\ub825 \ub370\uc774\ud130\uc640 \uadf8\uc5d0 \ub300\uc751\ud558\ub294 \ucd9c\ub825 \ub370\uc774\ud130\uac00 \uc81c\uacf5\ub418\uc5c8\uc744 \ub54c, \ubaa8\ub378\uc774 \uc774 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub294 \uc8fc\ub85c \ubd84\ub958(Classification) \ub610\ub294 \ud68c\uadc0(Regression) \ubb38\uc81c\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>2.2 \ube44\uac10\ub3c5\ud559\uc2b5<\/h3>\n<p>\ube44\uac10\ub3c5\ud559\uc2b5\uc5d0\uc11c\ub294 \ub77c\ubca8\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc774\ub098 \uad6c\uc870\ub97c \ubc1c\uacac\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1(Clustering)\uacfc \ucc28\uc6d0 \ucd95\uc18c(Dimensionality Reduction)\uc640 \uac19\uc740 \uae30\ubc95\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<h3>2.3 \uac15\ud654\ud559\uc2b5<\/h3>\n<p>\uac15\ud654\ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\uae30 \uc704\ud574 \ucd5c\uc801\uc758 \ud589\ub3d9 \uc815\ucc45\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc8fc\uc5b4\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \uac00\uc7a5 \uc801\ud569\ud55c \ud589\ub3d9\uc744 \uc120\ud0dd\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>3. \uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5<\/h2>\n<p>\uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5(GPI)\uc740 \uac15\ud654\ud559\uc2b5\uc758 \uc911\uc694\ud55c \ud14c\ud06c\ub2c9\uc73c\ub85c, \ud3c9\uac00\uc640 \uac1c\uc120 \ub2e8\uacc4\ub97c \ubc18\ubcf5\ud558\uba74\uc11c \ucd5c\uc801\uc758 \uc815\ucc45\uc744 \ucc3e\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. GPI\ub294 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc815\ucc45 \ud3c9\uac00(Policy Evaluation)<\/strong>: \uc8fc\uc5b4\uc9c4 \uc815\ucc45\uc744 \ub530\ub77c \ud589\ub3d9\ud588\uc744 \ub54c \uae30\ub300\ub418\ub294 \ubcf4\uc0c1\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ucc45 \uac1c\uc120(Policy Improvement)<\/strong>: \ud604\uc7ac \uc815\ucc45\uc744 \uae30\ubc18\uc73c\ub85c \ub354 \ub098\uc740 \uc815\ucc45\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.1 \uc815\ucc45 \ud3c9\uac00 \ubc29\ubc95<\/h3>\n<p>\uc815\ucc45 \ud3c9\uac00 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc8fc\uc5b4\uc9c4 \uc815\ucc45\uc5d0 \ub530\ub77c \ud589\ub3d9\ud588\uc744 \ub54c \uc5bb\ub294 \uae30\ub300 \ubcf4\uc0c1\uc758 \uac12\uc744 \ucd94\uc815\ud558\uae30 \uc704\ud574 \ubaac\ud14c\uce74\ub97c\ub85c \ubc29\ubc95(Monte Carlo Method)\uc774\ub098 \ubca8\ub9cc \ubc29\uc815\uc2dd(Bellman Equation)\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uc815\ucc45 \uac1c\uc120 \ubc29\ubc95<\/h3>\n<p>\uc815\ucc45 \uac1c\uc120 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uae30\uc874 \uc815\ucc45\uc758 \uc131\uacfc\ub97c \ubc14\ud0d5\uc73c\ub85c \ub354 \ub098\uc740 \ud589\ub3d9\uc744 \uc81c\uc2dc\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc815\ucc45\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub294 \uac12 \ud568\uc218(Value Function)\ub97c \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4.<\/p>\n<h2>4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc801\uc6a9<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \uacfc\uc815\uc740 \ud06c\uac8c \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd, \ud6c8\ub828 \ubc0f \ud3c9\uac00\uc758 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ub370\uc774\ud130\ub294 \uc2dc\uc7a5 \uac00\uaca9, \ucd94\uac00 \uc9c0\ud45c, \uc7ac\ubb34 \ub370\uc774\ud130, \ub274\uc2a4 \ud14d\uc2a4\ud2b8 \ub4f1 \uad11\ubc94\uc704\ud558\uac8c \uc218\uc9d1\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \uac70\ub798 \ubaa8\ub378\uc758 \ud310\ub2e8 \uadfc\uac70\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc885\uc885 \uacb0\uce21\uac12, \uc774\uc0c1\uac12 \ub4f1\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \uc815\uc81c\ud558\uace0 \ud2b9\uc9d5 \ucd94\ucd9c(Feature Engineering)\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \uc815\uaddc\ud654(Normalization)\uc640 \ud45c\uc900\ud654(Standardization) \ub4f1\uc758 \uae30\uc220\uc774 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc5d0\uc11c \uc0ac\uc6a9\ud560 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ubaa8\ub378\ub85c\ub294 \uc120\ud615 \ud68c\uadc0, \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.4 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378 \ud6c8\ub828\uc740 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998\uc774 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub3c4\ub85d \ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uad50\ucc28 \uac80\uc99d(Cross-Validation)\uacfc \uac19\uc740 \uae30\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00\ub294 \uc815\ud655\ub3c4, F1-score, \uc190\uc2e4 \ud568\uc218(Loss Function) \ub4f1\uc744 \ud1b5\ud574 \ud655\uc778\ub429\ub2c8\ub2e4.<\/p>\n<h2>5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c GPI \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n<p>\uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 GPI\ub97c \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e4\uc81c \uc0ac\ub840\uc785\ub2c8\ub2e4:<\/p>\n<h3>5.1 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n<p>GPI\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc790\uc0b0\uc758 \ucd5c\uc801 \ube44\uc728\uc744 \uacb0\uc815\ud558\uc5ec \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2 \uace0\uc8fc\ud30c \uac70\ub798 \uc2dc\uc2a4\ud15c<\/h3>\n<p>\uac15\ud654\ud559\uc2b5\uc744 \ud1b5\ud574 \uace0\uc8fc\ud30c \uac70\ub798(HFT) \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc2e0\uc18d\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \uc815\ucc45 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc5ec \uacbd\uc7c1 \uc6b0\uc704\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.3 \uc790\uc0b0 \uac00\uaca9 \uc608\uce21<\/h3>\n<p>\uc815\ucc45 \ubc18\ubcf5 \uae30\ubc95\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574 \ubbf8\ub798 \uc790\uc0b0 \uac00\uaca9\uc758 \ubcc0\ud654\ub97c \uc608\uce21\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \uc9c4\uc785 \ubc0f \uccad\uc0b0 \ud0c0\uc774\ubc0d\uc744 \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uc694\uc57d \ubc0f \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5\uc744 \ud1b5\ud574 \uc9c0\uc18d\uc801\uc778 \uc131\uacfc \ud5a5\uc0c1\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc774 \uae30\uc220\ub4e4\uc740 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc790\ub3d9\ud654\ud558\uace0, \ube60\ub974\uac8c \ubcc0\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud22c\uc790\uc790\ub294 \uc774\ub7ec\ud55c \uae30\ubc95\ub4e4\uc744 \uc801\uc808\ud788 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \uac15\ud654\ud558\uace0, \ub354 \ub098\uc544\uac00 \uc790\uc2e0\ub9cc\uc758 \ud22c\uc790 \uc2a4\ud0c0\uc77c\uacfc \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub294 \ubb34\uad81\ubb34\uc9c4\ud558\uba70, \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \ud601\uc2e0\uc774 \ud544\uc694\ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ul>\n<li>Russell, S., &amp; Norvig, P. (2010). Artificial Intelligence: A Modern Approach. Prentice Hall.<\/li>\n<li>Sutton, R. S., &amp; Barto, A. G. (2018). Reinforcement Learning: An Introduction. MIT Press.<\/li>\n<li>Shleifer, A. (2000). Inefficient Markets: An Introduction to Behavioral Finance. Oxford University Press.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc758 \uad6c\uc131 \uc694\uc18c\ub85c\uc11c \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 ML\uacfc DL\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uace0, \ud2b9\ud788 &#8216;\uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5(Generalized Policy Iteration, GPI)&#8217;\uc758 \uac1c\ub150\uc744 \uc911\uc2ec\uc73c\ub85c \uc5f0\uad00\ub41c \uc54c\uace0\ub9ac\uc998\uacfc \uae30\ubc95\ub4e4\uc744 \ud0d0\uad6c\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\uc2dd, \uc635\uc158, \uc678\ud658, \uadf8\ub9ac\uace0 \ub2e4\ub978 \uae08\uc735 \uc790\uc0b0 \uac70\ub798\ub97c \uc790\ub3d9\ud654\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29247\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc77c\ubc18\ud654\ub41c \uc815\ucc45 \ubc18\ubcf5&#8221;<\/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-29247","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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