{"id":40418,"date":"2024-11-04T01:51:35","date_gmt":"2024-11-04T01:51:35","guid":{"rendered":"https:\/\/atmokpo.com\/w\/?p=40418"},"modified":"2024-11-26T06:39:13","modified_gmt":"2024-11-26T06:39:13","slug":"58-%ea%b0%95%ed%99%94%ed%95%99%ec%8a%b5-%ed%95%99%ec%8a%b5-%ec%9e%90%eb%a3%8c-%eb%b0%8f-%ec%bb%a4%eb%ae%a4%eb%8b%88%ed%8b%b0-%eb%a6%ac%ec%86%8c%ec%8a%a4-%ec%a3%bc%ec%9a%94-%ea%b0%95%ed%99%94","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/40418\/","title":{"rendered":"58. \uac15\ud654\ud559\uc2b5 \ud559\uc2b5 \uc790\ub8cc \ubc0f \ucee4\ubba4\ub2c8\ud2f0 \ub9ac\uc18c\uc2a4, \uc8fc\uc694 \uac15\ud654\ud559\uc2b5 \ucee4\ubba4\ub2c8\ud2f0\uc640 \ud3ec\ub7fc \uc18c\uac1c"},"content":{"rendered":"<p><body><\/p>\n<p>\uac15\ud654\ud559\uc2b5(Reinforcement Learning, RL)\uc740 \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uac00\uc7a5 \ube60\ub974\uac8c \ubc1c\uc804\ud558\ub294 \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc758\uc0ac\uacb0\uc815 \ubc29\uc2dd\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uac15\ud654\ud559\uc2b5\uc758 \uc9c0\uc2dd\uc744 \uc313\ub294 \uac83\uc740 \uc27d\uc9c0 \uc54a\uc740 \uc77c\uc774\ubbc0\ub85c, \ud6a8\uacfc\uc801\uc778 \ud559\uc2b5 \uc790\ub8cc\uc640 \ucee4\ubba4\ub2c8\ud2f0\uc758 \ub9ac\uc18c\uc2a4\uac00 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uac15\ud654\ud559\uc2b5\uc744 \ubc30\uc6b0\ub294\ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \ub2e4\uc591\ud55c \uc790\ub8cc\uc640 \ucee4\ubba4\ub2c8\ud2f0\ub97c \uc18c\uac1c\ud558\uace0, \uc774\ub4e4\uc774 \uac15\ud654\ud559\uc2b5\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uc5b4\ub5a4 \ubc29\uc2dd\uc73c\ub85c \uae30\uc5ec\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uac15\ud654\ud559\uc2b5\uc758 \uae30\ubcf8 \uac1c\ub150 \uc774\ud574\ud558\uae30<\/h2>\n<p>\uac15\ud654\ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uc0c1\ud0dc(state)\ub97c \uad00\ucc30\ud558\uace0, \ud589\ub3d9(action)\uc744 \ucde8\ud558\uba70, \ubcf4\uc0c1(reward)\uc744 \ud1b5\ud574 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ubcf4\ud1b5 \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc131 \uc694\uc18c\ub85c \uc124\uba85\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc0c1\ud0dc(S):<\/strong> \ud658\uacbd\uc758 \ud604\uc7ac \uc0c1\ud0dc<\/li>\n<li><strong>\ud589\ub3d9(A):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \ud589\ub3d9<\/li>\n<li><strong>\ubcf4\uc0c1(R):<\/strong> \ud589\ub3d9\uc758 \uacb0\uacfc\ub85c \uc5bb\ub294 \ud53c\ub4dc\ubc31<\/li>\n<li><strong>\uc815\ucc45(\u03c0):<\/strong> \uc8fc\uc5b4\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \uc5b4\ub5a4 \ud589\ub3d9\uc744 \ucde8\ud560\uc9c0\ub97c \uacb0\uc815\ud558\ub294 \uc804\ub7b5<\/li>\n<li><strong>\uac00\uce58 \ud568\uc218(V, Q):<\/strong> \ud2b9\uc815 \uc0c1\ud0dc \ub610\ub294 \uc0c1\ud0dc-\ud589\ub3d9 \uc30d\uc758 \uc7a5\uae30\uc801\uc778 \ubcf4\uc0c1\uc744 \uc608\uce21\ud558\ub294 \ud568\uc218<\/li>\n<\/ul>\n<h2>2. \uac15\ud654\ud559\uc2b5 \ud559\uc2b5 \uc790\ub8cc<\/h2>\n<h3>2.1. \uc628\ub77c\uc778 \uac15\uc758 \ud50c\ub7ab\ud3fc<\/h3>\n<p>\uc778\ud130\ub137\uc5d0\ub294 \uac15\ud654\ud559\uc2b5\uc744 \ubc30\uc6b8 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc628\ub77c\uc778 \uac15\uc758\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc8fc\uc694 \ud50c\ub7ab\ud3fc\uc73c\ub85c\ub294 Coursera, edX, Udacity, \uadf8\ub9ac\uace0 Fast.ai \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Coursera:<\/strong> <em>Deep Learning Specialization<\/em> \uac15\uc88c\uc5d0\uc11c Andrew Ng \uad50\uc218\ub2d8\uc774 \uac15\ud654\ud559\uc2b5\uc758 \uae30\ucd08\ub97c \ub2e4\ub8e8\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>edX:<\/strong> MIT\uc758 <em>Introduction to Reinforcement Learning<\/em> \uac15\uc88c\ub294 RL\uc758 \uc218\ud559\uc801\uc778 \uae30\ucd08\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Udacity:<\/strong> <em>Deep Reinforcement Learning Nanodegree<\/em> \ud504\ub85c\uadf8\ub7a8\uc740 \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8 \uae30\ubc18\uc758 \ud559\uc2b5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Fast.ai:<\/strong> <em>Practical Deep Learning for Coders<\/em> \uacfc\uc815\uc5d0\uc11c\ub294 RL\uc758 \uc2e4\uc81c \uc0ac\ub840\ub97c \ub2e4\ub8f9\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2. \ucc45<\/h3>\n<p>\uac15\ud654\ud559\uc2b5\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \uc9c0\uc2dd\uc744 \uc6d0\ud558\uc2e0\ub2e4\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \ucc45\ub4e4\uc744 \ucd94\ucc9c\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Richard S. Sutton, Andrew G. Barto, &#8220;Reinforcement Learning: An Introduction&#8221;:<\/strong> \uc774 \ucc45\uc740 \uac15\ud654\ud559\uc2b5\uc758 \uace0\uc804\uc801\uc778 \uad50\uacfc\uc11c\ub85c, \uc774\ub860\uacfc \uc2e4\uc2b5\uc744 \uade0\ud615 \uc788\uac8c \ub2e4\ub8f9\ub2c8\ub2e4.<\/li>\n<li><strong>David Silver, &#8220;Reinforcement Learning Course&#8221;:<\/strong> David Silver\uc758 2015\ub144 \uac15\uc758\ub97c \ubc14\ud0d5\uc73c\ub85c \ud55c \uc790\ub8cc\ub85c, \uc2e4\uc9c8\uc801\uc778 \uac15\ud654\ud559\uc2b5 \uc9c0\uc2dd\uc744 \uc81c\uacf5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Mark Reed, &#8220;Deep Reinforcement Learning Hands-On&#8221;:<\/strong> \uc774 \ucc45\uc740 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac15\ud654\ud559\uc2b5\uc744 \uc2e4\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.3. \ube14\ub85c\uadf8\uc640 \uc720\ud29c\ube0c \ucc44\ub110<\/h3>\n<p>\uac15\ud654\ud559\uc2b5\uc5d0 \ub300\ud55c \ube14\ub85c\uadf8\uc640 \uc720\ud29c\ube0c \ucc44\ub110\ub3c4 \ud6cc\ub96d\ud55c \ud559\uc2b5 \uc790\ub8cc\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Distill.pub:<\/strong> \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc8fc\uc81c\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \uc124\uba85\ud558\uba70 \uc774\ud574\ub97c \ub3d5\ub294 \uc0ac\uc774\ud2b8\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>DeepMind YouTube Channel:<\/strong> \ucd5c\uadfc \uc5f0\uad6c \uacb0\uacfc\uc640 \ud504\ub85c\uc81d\ud2b8\ub97c \uacf5\uc720\ud558\ub294 \ucc44\ub110\ub85c, \uac15\ud654\ud559\uc2b5\uc758 \ucd5c\uc2e0 \ub3d9\ud5a5\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>OpenAI Blog:<\/strong> \ub2e4\uc591\ud55c \uac15\ud654\ud559\uc2b5 \ud504\ub85c\uc81d\ud2b8\uc640 \ucd5c\uc2e0 \uc5f0\uad6c \uacb0\uacfc\ub97c \ud3ec\ud568\ud55c \ube14\ub85c\uadf8\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.4. GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac<\/h3>\n<p>\ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\uac00 GitHub\ub97c \ud1b5\ud574 \uac15\ud654\ud559\uc2b5 \ud504\ub85c\uc81d\ud2b8\uc758 \ucf54\ub4dc\ub97c \uacf5\uc720\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc8fc\ubaa9\ud560 \ub9cc\ud55c \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>OpenAI Baselines:<\/strong> \ub2e4\uc591\ud55c \uac15\ud654\ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc758 \uad6c\ud604\uc744 \uc81c\uacf5\ud558\ub294 \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>RLlib:<\/strong> \ub300\uaddc\ubaa8 \uac15\ud654\ud559\uc2b5\uc744 \uc9c0\uc6d0\ud558\ub294 \uace0\uae09 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>Stable Baselines:<\/strong> \uac15\ud654\ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \uc27d\uac8c \uc0ac\uc6a9\ud558\ub3c4\ub85d \ub3d5\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uac15\ud654\ud559\uc2b5 \ucee4\ubba4\ub2c8\ud2f0<\/h2>\n<h3>3.1. \ud3ec\ub7fc \ubc0f \uac8c\uc2dc\ud310<\/h3>\n<p>\uac15\ud654\ud559\uc2b5 \uad00\ub828 \uc9c8\ubb38\uacfc \ub2f5\ubcc0\uc744 \uc8fc\uace0\ubc1b\uc744 \uc218 \uc788\ub294 \ud3ec\ub7fc\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Stack Overflow:<\/strong> \uac15\ud654\ud559\uc2b5\uacfc \uad00\ub828\ub41c \uae30\uc220\uc801\uc778 \uc9c8\ubb38\uc744 \ud560 \uc218 \uc788\ub294 \uacf3\uc785\ub2c8\ub2e4. <a href=\"https:\/\/stackoverflow.com\/\">Stack Overflow<\/a><\/li>\n<li><strong>Reddit:<\/strong> r\/MachineLearning, r\/ReinforcementLearning \ub4f1 \ud558\uc704 \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c\ub294 \uac15\ud654\ud559\uc2b5\uc5d0 \uad00\ud55c \ub2e4\uc591\ud55c \ub17c\uc758\uac00 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/li>\n<li><strong>Kaggle:<\/strong> \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uba38\uc2e0\ub7ec\ub2dd \uacbd\uc9c4\ub300\ud68c\uac00 \uc5f4\ub9ac\ub294 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uac15\ud654\ud559\uc2b5\uc5d0 \ub300\ud55c \ub17c\uc758\uac00 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. <a href=\"https:\/\/www.kaggle.com\/\">Kaggle<\/a><\/li>\n<\/ul>\n<h3>3.2. \uc18c\uc15c \ubbf8\ub514\uc5b4 \uadf8\ub8f9<\/h3>\n<p>\uc18c\uc15c \ubbf8\ub514\uc5b4 \ud50c\ub7ab\ud3fc\uc5d0\uc11c\ub3c4 \ub2e4\uc591\ud55c \uac15\ud654\ud559\uc2b5 \uad00\ub828 \uadf8\ub8f9\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul>\n<li><strong>LinkedIn:<\/strong> \uac15\ud654\ud559\uc2b5 \ubc0f \uc778\uacf5\uc9c0\ub2a5 \uad00\ub828 \uadf8\ub8f9\uc5d0 \uac00\uc785\ud558\uc5ec \ucd5c\uc2e0 \uc815\ubcf4\ub97c \uc5bb\uace0, \uc804\ubb38\uac00\uc640 \uc5f0\uacb0\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>Facebook:<\/strong> \uba38\uc2e0\ub7ec\ub2dd \ubc0f \uac15\ud654\ud559\uc2b5 \uad00\ub828 \uadf8\ub8f9\uc5d0\uc11c \uc11c\ub85c\uc758 \uacbd\ud5d8\uacfc \uc9c8\ubb38\uc744 \uacf5\uc720\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.3. \uc624\ud504\ub77c\uc778 \ubaa8\uc784 \ubc0f \uc138\ubbf8\ub098<\/h3>\n<p>\ub9ce\uc740 \ub3c4\uc2dc\uc5d0\uc11c AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uad00\ub828 \ubaa8\uc784\uc774 \uc5f4\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \ubaa8\uc784\uc5d0 \ucc38\uc5ec\ud558\uc5ec \uc0ac\ub78c\ub4e4\uacfc \ub124\ud2b8\uc6cc\ud0b9\uc744 \ud558\uace0, \ucd5c\uc2e0 \uae30\uc220\uc5d0 \ub300\ud55c \ud1b5\ucc30\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Meetup.com:<\/strong> \uac15\ud654\ud559\uc2b5\uacfc \uad00\ub828\ub41c \ub2e4\uc591\ud55c \ubaa8\uc784\uc744 \ucc3e\uc544\ubcfc \uc218 \uc788\ub294 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. <a href=\"https:\/\/www.meetup.com\/\">Meetup.com<\/a><\/li>\n<li><strong>\ud559\ud68c:<\/strong> NeurIPS, ICML, AAAI\uc640 \uac19\uc740 \uc8fc\uc694 \uc778\uacf5\uc9c0\ub2a5 \ud559\ud68c\uc5d0\uc11c\ub294 \uac15\ud654\ud559\uc2b5\uc744 \uc8fc\uc81c\ub85c \ud55c \uc5f0\uad6c \ubc1c\ud45c\uc640 \ub124\ud2b8\uc6cc\ud0b9 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \uacb0\ub860<\/h2>\n<p>\uac15\ud654\ud559\uc2b5\uc740 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ub3c4\uc804\uc801\uc774\uc9c0\ub9cc \ud765\ubbf8\ub85c\uc6b4 \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc704\uc5d0\uc11c \uc18c\uac1c\ud55c \uc790\ub8cc\uc640 \ucee4\ubba4\ub2c8\ud2f0\ub294 \uc5ec\ub7ec\ubd84\uc774 \uac15\ud654\ud559\uc2b5\uc744 \ubc30\uc6b0\uace0 \uc5f0\uad6c\ud558\ub294 \ub370\uc5d0 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uac15\uc88c, \ubb38\uc11c, \ucf54\ub4dc, \uadf8\ub9ac\uace0 \ucee4\ubba4\ub2c8\ud2f0\uc758 \uc9c0\uc6d0\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \uae4a\uc774 \uc774 \ubd84\uc57c\uc5d0 \ube60\uc838\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \ud65c\ub3d9\uc774 \uac15\ud654\ud559\uc2b5 \uc804\ubb38\uac00\ub85c \uc131\uc7a5\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\uc758 \ud559\uc2b5 \uc5ec\uc815\uc774 \uc131\uacf5\uc801\uc774\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n<footer>\n<p>\uc774 \ube14\ub85c\uadf8 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \uac15\ud654\ud559\uc2b5 \ud559\uc2b5\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae38 \ubc14\ub78d\ub2c8\ub2e4. \uc9c8\ubb38\uc774\ub098 \ud1a0\ub860\ud558\uace0 \uc2f6\uc740 \ub0b4\uc6a9\uc774 \uc788\ub2e4\uba74 \ub313\uae00\uc744 \ub0a8\uaca8 \uc8fc\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n<\/footer>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uac15\ud654\ud559\uc2b5(Reinforcement Learning, RL)\uc740 \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uac00\uc7a5 \ube60\ub974\uac8c \ubc1c\uc804\ud558\ub294 \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c 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