{"id":29971,"date":"2024-10-28T03:18:57","date_gmt":"2024-10-28T03:18:57","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29971"},"modified":"2024-11-26T06:50:37","modified_gmt":"2024-11-26T06:50:37","slug":"%eb%94%a5%eb%9f%ac%eb%8b%9d-%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c-%eb%a7%88%eb%a5%b4%ec%bd%94%ed%94%84-%ed%94%84%eb%a1%9c%ec%84%b8%ec%8a%a4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29971\/","title":{"rendered":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c,  \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4"},"content":{"rendered":"<p><body><\/p>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uac1c\ub150\uacfc \uc774\ub97c \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2b5\ud574\ubcf4\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ud1b5\uacc4\ud559\uacfc \uae30\uacc4\ud559\uc2b5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uac1c\ub150\uc73c\ub85c, \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub530\ub978 \ubbf8\ub798 \uc0c1\ud0dc\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc124\uba85\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc790\uc8fc \uc751\uc6a9\ub418\ubbc0\ub85c, \uc774 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>1. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub780?<\/h2>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4(Markov Process)\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \uac00\uc9d1\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub9c8\ub974\ucf54\ud504 \uc131\uc9c8:<\/strong> \ud604\uc7ac \uc0c1\ud0dc\ub9cc\uc744 \uac00\uc9c0\uace0 \ub2e4\uc74c \uc0c1\ud0dc\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc73c\uba70, \uc774\uc804 \uc0c1\ud0dc\uc5d0 \ub300\ud55c \uc815\ubcf4\ub294 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0c1\ud0dc \uc804\uc774:<\/strong> \uc8fc\uc5b4\uc9c4 \ud655\ub960\uc5d0 \ub530\ub77c \ud55c \uc0c1\ud0dc\uc5d0\uc11c \ub2e4\ub978 \uc0c1\ud0dc\ub85c \uc804\uc774\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \uc774\ub860\uc801\uc73c\ub85c\ub098 \uc2e4\uc6a9\uc801\uc73c\ub85c \ub110\ub9ac \uc4f0\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP), \uac15\ud654 \ud559\uc2b5 \ub4f1\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>2. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uc218\ud559\uc801 \uc815\uc758<\/h2>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ubcf4\ud1b5 \uc774\uc0b0 \uc2dc\uac04 \uc774\uc0b0 \uc0c1\ud0dc \uacf5\uac04\uc5d0\uc11c \uc815\uc758\ub429\ub2c8\ub2e4. \uc0c1\ud0dc \uacf5\uac04\uc744 <code>S = {s_1, s_2, ..., s_n}<\/code>\ub85c \uc815\uc758\ud558\uace0, \uac01\uac01\uc758 \uc0c1\ud0dc \uac04\uc758 \uc804\uc774 \ud655\ub960\uc744 <code>P(s_i|s_j)<\/code>\ub85c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\uc774 \ud655\ub960\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub9c8\ub974\ucf54\ud504 \ucc28\uc218\uc758 \uc131\uc9c8\uc744 \ub530\ub985\ub2c8\ub2e4:<\/p>\n<p><code>P(s_{t+1} = s_i | s_t = s_j, s_{t-1} = s_k, ..., s_0 = s_m) = P(s_{t+1} = s_i | s_t = s_j)<\/code><\/p>\n<p>\uc989, \ud604\uc7ac \uc0c1\ud0dc\uac00 \uc8fc\uc5b4\uc9c0\uba74 \uacfc\uac70 \uc0c1\ud0dc\uc5d0 \ub300\ud55c \uc815\ubcf4\ub294 \ud544\uc694 \uc5c6\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<h2>3. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uc720\ud615<\/h2>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc720\ud615\uc73c\ub85c \ub098\ub269\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc774\uc0b0 \ub9c8\ub974\ucf54\ud504 \uccb4\uc778:<\/strong> \uc2dc\uac04\uacfc \uc0c1\ud0dc\uac00 \ubaa8\ub450 \uc774\uc0b0\uc801\uc778 \uacbd\uc6b0\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5f0\uc18d \uc2dc\uac04 \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4:<\/strong> \uc2dc\uac04\uc740 \uc5f0\uc18d\uc801\uc774\uace0 \uc0c1\ud0dc\ub294 \uc774\uc0b0\uc801\uc778 \uacbd\uc6b0\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc774\uc0b0 \ub9c8\ub974\ucf54\ud504 \uccb4\uc778\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uc5b4 \uc2e4\uc2b5\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \ud30c\uc774\ud1a0\uce58\ub85c \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 \uad6c\ud604\ud558\uae30<\/h2>\n<p>\uc774\uc81c \ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \ub9c8\ub974\ucf54\ud504 \uccb4\uc778\uc744 \uad6c\ud604\ud574\ubd05\uc2dc\ub2e4. \uc774 \uccb4\uc778\uc740 \uac04\ub2e8\ud55c \uc0c1\ud0dc \uc804\uc774 \ud655\ub960 \ud589\ub82c\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 3\uac1c\uc758 \uc0c1\ud0dc <code>{0, 1, 2}<\/code>\uc640 \uc0c1\ud0dc \uc804\uc774 \ud655\ub960\uc758 \uc608\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uc0c1\ud0dc \uc804\uc774 \ud655\ub960 \ud589\ub82c \uc815\uc758<\/h3>\n<p>\uc0c1\ud0dc \uc804\uc774 \ud655\ub960 \ud589\ub82c <code>P<\/code>\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc815\uc758\ub429\ub2c8\ub2e4:<\/p>\n<pre><code>\n    P = [[0.1, 0.6, 0.3],\n         [0.4, 0.2, 0.4],\n         [0.3, 0.4, 0.3]]\n    <\/code><\/pre>\n<h3>4.2 \ub9c8\ub974\ucf54\ud504 \uccb4\uc778 \uad6c\ud604<\/h3>\n<blockquote><p>\uc544\ub798\uc758 \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc0c1\ud0dc \uc804\uc774\uac00 \uc5b4\ub5bb\uac8c \uc774\ub8e8\uc5b4\uc9c0\ub294\uc9c0 \ubcf4\uc5ec\uc8fc\uaca0\uc2b5\ub2c8\ub2e4.<\/p><\/blockquote>\n<pre><code>\nimport numpy as np\nimport torch\n\n# \uc0c1\ud0dc \uc804\uc774 \ud655\ub960 \ud589\ub82c\nP = torch.tensor([[0.1, 0.6, 0.3],\n                  [0.4, 0.2, 0.4],\n                  [0.3, 0.4, 0.3]])\n\n# \ucd08\uae30 \uc0c1\ud0dc\nstate = 0\n\n# \uc2dc\ubbac\ub808\uc774\uc158\ud560 \uc2a4\ud15d \uc218\nsteps = 10\nstates = [state]\n\nfor _ in range(steps):\n    state = torch.multinomial(P[state], 1).item()\n    states.append(state)\n\nprint(\"\uc0c1\ud0dc \ubcc0\ud654 \uc2dc\ud000\uc2a4:\", states)\n    <\/code><\/pre>\n<p>\uc774 \ucf54\ub4dc\ub294 \ub2e4\uc74c \uc0c1\ud0dc\uac00 \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub530\ub77c \uc5b4\ub5bb\uac8c \uc804\uc774\ub418\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. <code>torch.multinomial<\/code> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub530\ub978 \uc804\uc774 \ud655\ub960\uc744 \uae30\ubc18\uc73c\ub85c \ub2e4\uc74c \uc0c1\ud0dc\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uc751\uc6a9<\/h2>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac:<\/strong> \ubb38\uc7a5\uc5d0\uc11c \ub2e8\uc5b4\uc758 \uc21c\uc11c\ub97c \uc608\uce21\ud558\uace0 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uac15\ud654 \ud559\uc2b5:<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd \ub0b4\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud589\ub3d9\ud560\uc9c0\ub97c \uacb0\uc815\ud558\ub294 \ub370 Critical\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7ac\ubb34 \ubaa8\ub378\ub9c1:<\/strong> \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uc774\ub098 \ub9ac\uc2a4\ud06c \ubd84\uc11d\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \uc694\uc57d<\/h2>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \uae30\ubc18\ud558\uc5ec \ubbf8\ub798 \uc0c1\ud0dc\ub97c \uc608\uce21\ud558\ub294 \uac15\ub825\ud55c \ud655\ub960 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\ub97c \ud30c\uc774\ud1a0\uce58\ub85c \uad6c\ud604\ud568\uc73c\ub85c\uc368 \uc2e4\uc81c \ub370\uc774\ud130\ub098 \ubb38\uc81c\ub97c \ub2e4\ub8f0 \ub54c \uadf8 \uc720\uc6a9\uc131\uc744 \uacbd\ud5d8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uac04\ub2e8\ud55c \ub9c8\ub974\ucf54\ud504 \uccb4\uc778\uc758 \uc608\uc81c\ub97c \ud1b5\ud574 \uae30\ubcf8 \uac1c\ub150\uc744 \uc774\ud574\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ub525\ub7ec\ub2dd\uacfc \uac00\uc815 \ubaa8\ub378\ub9c1\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uba70, \uc774\ub97c \uc774\ud574\ud558\ub294 \uac83\uc740 \uc5b8\uc81c\ub098 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ub354 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc5d0\uc11c\ub3c4 \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uac1c\ub150\uc774 \ud544\uc218\uc801\uc73c\ub85c \uc801\uc6a9\ub420 \uac83\uc785\ub2c8\ub2e4. \ub354 \ub9ce\uc740 \uc2e4\uc2b5\uc744 \ud1b5\ud574 \uc774 \uac1c\ub150\uc744 \ub0b4\uc7ac\ud654\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\uc774 \uac15\uc88c\ub294 AI\uc640 \ub525\ub7ec\ub2dd \ubd84\uc57c\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8 \ub420 \uc608\uc815\uc785\ub2c8\ub2e4. \ucd94\ud6c4 \ub354 \ub9ce\uc740 \ub0b4\uc6a9\uc744 \ud559\uc2b5\ud558\uba70 \uc2e4\ub825\uc744 \uc313\uc544 \ub098\uac00\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/footer>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uac1c\ub150\uacfc \uc774\ub97c \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2b5\ud574\ubcf4\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ud1b5\uacc4\ud559\uacfc \uae30\uacc4\ud559\uc2b5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uac1c\ub150\uc73c\ub85c, \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub530\ub978 \ubbf8\ub798 \uc0c1\ud0dc\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc124\uba85\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc790\uc8fc \uc751\uc6a9\ub418\ubbc0\ub85c, \uc774 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. 1. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub780? \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4(Markov Process)\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \uac00\uc9d1\ub2c8\ub2e4: &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29971\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c,  \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4&#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":[33],"tags":[],"class_list":["post-29971","post","type-post","status-publish","format-standard","hentry","category-33"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29971\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uac1c\ub150\uacfc \uc774\ub97c \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2b5\ud574\ubcf4\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ud1b5\uacc4\ud559\uacfc \uae30\uacc4\ud559\uc2b5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uac1c\ub150\uc73c\ub85c, \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub530\ub978 \ubbf8\ub798 \uc0c1\ud0dc\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc124\uba85\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc790\uc8fc \uc751\uc6a9\ub418\ubbc0\ub85c, \uc774 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. 1. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub780? \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4(Markov Process)\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \uac00\uc9d1\ub2c8\ub2e4: &hellip; \ub354 \ubcf4\uae30 &quot;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29971\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:18:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:50:37+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29971\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29971\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\",\"datePublished\":\"2024-10-28T03:18:57+00:00\",\"dateModified\":\"2024-11-26T06:50:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29971\/\"},\"wordCount\":6,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29971\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29971\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T03:18:57+00:00\",\"dateModified\":\"2024-11-26T06:50:37+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29971\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/29971\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/29971\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/29971\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\uc758 \uac1c\ub150\uacfc \uc774\ub97c \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2b5\ud574\ubcf4\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub294 \ud1b5\uacc4\ud559\uacfc \uae30\uacc4\ud559\uc2b5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uac1c\ub150\uc73c\ub85c, \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub530\ub978 \ubbf8\ub798 \uc0c1\ud0dc\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \uc124\uba85\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc790\uc8fc \uc751\uc6a9\ub418\ubbc0\ub85c, \uc774 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. 1. \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\ub780? \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4(Markov Process)\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \uac00\uc9d1\ub2c8\ub2e4: &hellip; \ub354 \ubcf4\uae30 \"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4\"","og_url":"https:\/\/atmokpo.com\/w\/29971\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T03:18:57+00:00","article_modified_time":"2024-11-26T06:50:37+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/29971\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29971\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4","datePublished":"2024-10-28T03:18:57+00:00","dateModified":"2024-11-26T06:50:37+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29971\/"},"wordCount":6,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/29971\/","url":"https:\/\/atmokpo.com\/w\/29971\/","name":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T03:18:57+00:00","dateModified":"2024-11-26T06:50:37+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29971\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29971\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29971\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ub9c8\ub974\ucf54\ud504 \ud504\ub85c\uc138\uc2a4"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29971","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=29971"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29971\/revisions"}],"predecessor-version":[{"id":29972,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29971\/revisions\/29972"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29971"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29971"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29971"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}