{"id":40512,"date":"2024-11-04T01:52:20","date_gmt":"2024-11-04T01:52:20","guid":{"rendered":"https:\/\/atmokpo.com\/w\/?p=40512"},"modified":"2024-11-26T06:38:59","modified_gmt":"2024-11-26T06:38:59","slug":"54-%eb%af%b8%eb%9e%98%ec%9d%98-%ea%b0%95%ed%99%94%ed%95%99%ec%8a%b5-%ec%b5%9c%ec%8b%a0-%ec%97%b0%ea%b5%ac-%eb%8f%99%ed%96%a5%ea%b3%bc-%ed%96%a5%ed%9b%84-%ec%a0%84%eb%a7%9d-%ea%b0%95%ed%99%94","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/40512\/","title":{"rendered":"54. \ubbf8\ub798\uc758 \uac15\ud654\ud559\uc2b5 \ucd5c\uc2e0 \uc5f0\uad6c \ub3d9\ud5a5\uacfc \ud5a5\ud6c4 \uc804\ub9dd, \uac15\ud654\ud559\uc2b5\uc758 \ubbf8\ub798 \uac00\ub2a5\uc131\uacfc \uc751\uc6a9 \ubd84\uc57c"},"content":{"rendered":"

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\uac15\ud654\ud559\uc2b5\uc740 \uc778\uacf5\uc9c0\ub2a5 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ud765\ubbf8\ub85c\uc6b4 \uc601\uc5ed \uc911 \ud558\ub098\ub85c, \uae30\uacc4 \ud559\uc2b5\uc758 \ud55c \ubd84\uc57c\ub85c\uc368, \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ubc30\uc6b0\ub294 \uacfc\uc815\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uac15\ud654\ud559\uc2b5\uc758 \ucd5c\uc2e0 \uc5f0\uad6c \ub3d9\ud5a5\uacfc \uc804\ub9dd, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\uc774 \uc801\uc6a9\ub420 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ubd84\uc57c\ub97c \uc2ec\uce35\uc801\uc73c\ub85c \ud0d0\uad6c\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n<\/header>\n

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\uac15\ud654\ud559\uc2b5\uc758 \uac1c\uc694<\/h2>\n

\uac15\ud654\ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uc5d0\uc11c\uc758 \uacbd\ud5d8\uc744 \ud1b5\ud574 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\ub294 \uc0c1\ud0dc(state), \ud589\ub3d9(action), \ubcf4\uc0c1(reward)\uc758 \uad6c\uc131\uc694\uc18c\ub97c \ud1b5\ud574 \uc8fc\uc5b4\uc9c4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774\ub860\uc801\uc73c\ub85c \uac15\ud654\ud559\uc2b5\uc740 \ub2e4\uc591\ud55c \ubb38\uc81c \ud574\uacb0\uc5d0 \ud6a8\uacfc\uc801\uc774\uba70, \ud2b9\ud788 \ubcf5\uc7a1\ud55c \uc758\uc0ac\uacb0\uc815 \ubb38\uc81c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n

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\ucd5c\uc2e0 \uc5f0\uad6c \ub3d9\ud5a5<\/h2>\n

\ucd5c\uadfc \uba87 \ub144\uac04 \uac15\ud654\ud559\uc2b5 \ubd84\uc57c\uc5d0\uc11c\ub294 \ub9ce\uc740 \ubc1c\uc804\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\uc11c\ub294 \uc8fc\uc694 \uc5f0\uad6c \ub3d9\ud5a5\uc5d0 \ub300\ud574 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n

1. \uc0d8\ud50c \ud6a8\uc728\uc131\uc758 \ud5a5\uc0c1<\/h3>\n

\uae30\uc874\uc758 \uac15\ud654\ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130 \uc0d8\ud50c\uc774 \ud544\uc694\ud558\uae30 \ub54c\ubb38\uc5d0 \uc0d8\ud50c \ud6a8\uc728\uc131 \ubb38\uc81c\uac00 \ub17c\uc758\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \uac00\uc9c0 \uc5f0\uad6c\uc5d0\uc11c\ub294 \uc801\uc740 \uc0d8\ud50c\ub85c\ub3c4 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uae30\ubc95\ub4e4\uc774 \uc81c\uc548\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Meta-learning<\/strong>\uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec, \uc774\uc804\uc758 \uacbd\ud5d8\uc744 \ubc14\ud0d5\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ud658\uacbd\uc5d0\uc11c \ub354\uc6b1 \ube60\ub974\uac8c \uc801\uc751\ud558\ub3c4\ub85d \ud558\ub294 \ubc29\ubc95\ub4e4\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \ub2e4\uc911 \uc5d0\uc774\uc804\ud2b8 \uac15\ud654\ud559\uc2b5<\/h3>\n

\ub2e4\uc911 \uc5d0\uc774\uc804\ud2b8 \ud658\uacbd\uc5d0\uc11c\uc758 \ud611\ub825 \ubc0f \uacbd\uc7c1\uc740 \uac15\ud654\ud559\uc2b5\uc758 \ub610 \ub2e4\ub978 \ud765\ubbf8\ub85c\uc6b4 \uc5f0\uad6c \uc8fc\uc81c\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uc11c\ub85c \ub2e4\ub978 \uc5d0\uc774\uc804\ud2b8\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294\uc9c0 \ud0d0\uad6c\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, MARL (Multi-Agent Reinforcement Learning)<\/strong> \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud65c\ubc1c\ud788 \uc5f0\uad6c\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub294 \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c(\uc608: \uc790\uc728\uc8fc\ud589\ucc28, \uac8c\uc784 \ub4f1)\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

3. \uc2e0\uacbd\ub9dd\uacfc \uac15\ud654\ud559\uc2b5\uc758 \uc735\ud569<\/h3>\n

\ub525\ub7ec\ub2dd\uacfc\uc758 \uc735\ud569\uc740 \uac15\ud654\ud559\uc2b5\uc758 \ub610 \ub2e4\ub978 \ud575\uc2ec \ubc1c\uc804\uc785\ub2c8\ub2e4. \ud2b9\ud788 DQN (Deep Q-Network)<\/strong> \uc54c\uace0\ub9ac\uc998\uc740 \uac15\ud654\ud559\uc2b5\uc5d0 \uc788\ub294 \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \uacb0\ud569\ud558\uc5ec \ube44\uc57d\uc801\uc778 \uc131\ub2a5 \uac1c\uc120\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \uc5f0\uad6c\uc790\ub4e4\uc740 \ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \uc2e0\uacbd\ub9dd \uad6c\uc870 \ubc0f \ud559\uc2b5 \ubc29\ubc95\ub4e4\uc744 \ud1b5\ud574 \uc5d0\uc774\uc804\ud2b8\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \ubc29\ubc95\uc744 \ubaa8\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4. \ub204\uc801\ub41c \uac00\uce58 \ucd94\uc815 \ubc29\uc2dd<\/h3>\n

\uac15\ud654\ud559\uc2b5\uc5d0\uc11c \uc804\ud1b5\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub358 TD(Temporal Difference) \ud559\uc2b5\uc5d0\uc11c\ub294 \ub204\uc801\ub41c \uac00\uce58 \ucd94\uc815\uc774 \uc8fc\ub97c \uc774\ub8e8\uc5c8\uc73c\ub098, \ucd5c\uc2e0 \uc5f0\uad6c\uc5d0\uc11c\ub294 Monte Carlo \ubc29\uc2dd<\/strong>\uc774\ub098 Policy Gradient \ubc29\uc2dd<\/strong>\uc744 \ud1b5\ud574 \uc5d0\uc774\uc804\ud2b8\uc758 \uc815\ucc45\uc744 \uc9c1\uc811 \ucd5c\uc801\ud654\ud558\ub294 \ucabd\uc73c\ub85c \ubcc0\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n

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\uac15\ud654\ud559\uc2b5\uc758 \ud5a5\ud6c4 \uc804\ub9dd<\/h2>\n

\uac15\ud654\ud559\uc2b5\uc758 \ubbf8\ub798\ub294 \uc5ec\ub7ec \uac00\ub2a5\uc131\uc73c\ub85c \uc778\ud574 \ub354\uc6b1 \ubc1d\uac8c \ubcf4\uc785\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5, \ub85c\ubd07 \uacf5\ud559, \uac8c\uc784 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c\uc758 \uc751\uc6a9 \uac00\ub2a5\uc131\uc740 \ubb34\uad81\ubb34\uc9c4\ud558\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ubc1c\uc804 \ubc29\ud5a5\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n

1. \uc0b0\uc5c5 \uc790\ub3d9\ud654\uc640 \ub85c\ubd07 \uacf5\ud559<\/h3>\n

\uac15\ud654\ud559\uc2b5\uc740 \uc0dd\uc0b0 \uacf5\uc815\uc758 \ucd5c\uc801\ud654\uc640 \uc790\ub3d9\ud654\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc0b0\uc5c5 \ub85c\ubd07\uc740 \ubcf5\uc7a1\ud55c \ud658\uacbd\uc5d0\uc11c \uc790\uc728\uc801\uc73c\ub85c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uac15\ud654\ud559\uc2b5 \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uacf5\uc815 \uc790\ub3d9\ud654, \ubb3c\ub958 \uad00\ub9ac\uc5d0\uc11c\uc758 \ucd5c\uc801 \uacbd\ub85c \uc120\uc815 \ub4f1 \uc5ec\ub7ec \ubc29\uba74\uc5d0\uc11c \ud65c\uc6a9\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n

2. \ud5ec\uc2a4\ucf00\uc5b4 \ubd84\uc57c<\/h3>\n

\ud5ec\uc2a4\ucf00\uc5b4 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uac15\ud654\ud559\uc2b5\uc758 \ud65c\ubc1c\ud55c \uc751\uc6a9\uc774 \uc608\uc0c1\ub429\ub2c8\ub2e4. \uac1c\uc778 \ub9de\ucda4\ud615 \uce58\ub8cc \uacc4\ud68d \uc218\ub9bd, \uc57d\ubb3c \ubcf5\uc6a9 \uc9c0\ub3c4, \uc2ec\ub9ac \uc0c1\ub2f4 \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud658\uc790\uc758 \uc0c1\ud0dc\uc5d0 \ub530\ub77c \ucd5c\uc801\uc758 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 AI \uc194\ub8e8\uc158\uc774 \uac1c\ubc1c\ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n

3. \uac8c\uc784\uacfc \uc5d4\ud130\ud14c\uc778\uba3c\ud2b8<\/h3>\n

\uac15\ud654\ud559\uc2b5\uc740 \uac8c\uc784 \ubd84\uc57c\uc5d0\uc11c \uc774\ubbf8 \ub9ce\uc740 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubbf8\ub798\uc5d0\ub294 \ub354 \ub9ce\uc740 \uac8c\uc784\uc5d0\uc11c NPC(Non-Playable Character)\ub4e4\uc774 \ub354\uc6b1 \uc9c0\ub2a5\uc801\uc774\uace0 \uc804\ub7b5\uc801\uc73c\ub85c \ubc18\uc751\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c, \uc0c8\ub85c\uc6b4 \ud615\ud0dc\uc758 \uac8c\uc784 \ub514\uc790\uc778\uc5d0\ub3c4 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n

4. \uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0\uc640 \uc790\uc728\uc8fc\ud589\ucc28<\/h3>\n

\uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0 \uad6c\ud604 \uacfc\uc815\uc5d0\uc11c \uac15\ud654\ud559\uc2b5\uc740 \uad50\ud1b5 \ud750\ub984 \ucd5c\uc801\ud654, \uc790\uc728\uc8fc\ud589\ucc28\uc758 \uacbd\ub85c \uc124\uc815 \ub4f1 \ub2e4\uc591\ud55c \ubb38\uc81c \ud574\uacb0\uc5d0 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\uc728\uc8fc\ud589\ucc28\ub294 \uc8fc\ubcc0 \ud658\uacbd\uc744 \uc778\uc2dd\ud558\uace0, \uc2e4\uc2dc\uac04\uc73c\ub85c \ucd5c\uc801\uc758 \uacbd\ub85c\ub97c \uacb0\uc815\ud558\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n

5. \uad50\uc721 \ubd84\uc57c\uc5d0\uc11c\uc758 \ud65c\uc6a9<\/h3>\n

\uac15\ud654\ud559\uc2b5\uc740 \uad50\uc721 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ud070 \ubcc0\ud654\ub97c \uac00\uc838\uc62c \uac83\uc785\ub2c8\ub2e4. \uac1c\uc778 \ub9de\ucda4\ud615 \uad50\uc721 \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uac70\ub098 \ud559\uc0dd\uc758 \ud559\uc2b5 \uc2a4\ud0c0\uc77c\uc5d0 \ub530\ub77c \ucd5c\uc801\uc758 \uc790\ub8cc\ub97c \ucd94\ucc9c\ud558\ub294 \uc2dc\uc2a4\ud15c\uc774 \uac1c\ubc1c\ub420 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4. \ub610\ud55c, \uad50\uc721 \uc124\uacc4\uc5d0 \uc788\uc5b4 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud53c\ub4dc\ubc31\uc744 \uc81c\uacf5\ud558\uc5ec \ud559\uc0dd\ub4e4\uc758 \uc131\uc7a5\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n

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\uac15\ud654\ud559\uc2b5 \uae30\uc220\uc758 \uc724\ub9ac\uc801 \uace0\ub824<\/h2>\n

\uac15\ud654\ud559\uc2b5\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc724\ub9ac\uc801 \uace0\ub824\ub3c4 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. AI \uc2dc\uc2a4\ud15c\uc774 \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \ub54c, \ud3b8\ud5a5\ub418\uac70\ub098 \uc65c\uace1\ub41c \uacb0\uacfc\ub97c \ucd08\ub798\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c, \uac15\ud654\ud559\uc2b5\uc774 \uc2e4\uc81c \uc138\uacc4\uc5d0\uc11c \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\ub294\uac00\uc5d0 \ub300\ud55c \uaddc\uc81c\uc640 \ubc95\uc801 \uac00\uc838\uac00\uc57c \ud560 \uc724\ub9ac \uc774\uc288\uac00 \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc804\ubb38\uac00\ub4e4\uc774 \ud611\ub825\ud558\uc5ec \uc724\ub9ac\uc801 \uae30\uc900\uc744 \ub9c8\ub828\ud558\ub294 \uac83\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n