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\uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29173,"url":"https:\/\/atmokpo.com\/w\/29173\/","url_meta":{"origin":29455,"position":2},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \ud2b8\ub808\uc774\ub529\uc758 \uc9c4\ud654","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ub3c4\uc785\ub418\uc5c8\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud574\uc654\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc751\uc6a9 \uc0ac\ub840\ub3c4 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uc0b0\uc744\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29041,"url":"https:\/\/atmokpo.com\/w\/29041\/","url_meta":{"origin":29455,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubcc0\ub3d9\uc131 \uc9c0\ud45c","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ud604\ub300 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529(Algorithmic Trading)\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning) \ubc0f \ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc811\ubaa9\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc774 \ub354\uc6b1 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uacfc \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub0b4\uc6a9\uc744 \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28900,"url":"https:\/\/atmokpo.com\/w\/28900\/","url_meta":{"origin":29455,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud574\uc654\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc751\uc6a9\uae4c\uc9c0 \uc2ec\ub3c4 \uae4a\uac8c \uc0b4\ud3b4\ubcf4\uba70, \uc774\ub97c \uc704\ud55c \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29359,"url":"https:\/\/atmokpo.com\/w\/29359\/","url_meta":{"origin":29455,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc704\ud55c RNN","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \ubaa9\ucc28 1. \uc11c\ub860 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 3. RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd) \uc18c\uac1c 4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac 5. \ubaa8\ub378 \ud6c8\ub828 6. \ubc31\ud14c\uc2a4\ud305 7. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \ubc30\ud3ec 8. \uacb0\ub860 1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c\ub294 \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29455","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=29455"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29455\/revisions"}],"predecessor-version":[{"id":29456,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29455\/revisions\/29456"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29455"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29455"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

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<\/p>\n

\uc548\ub155\ud558\uc138\uc694! \ud000\ud2b8 \ub9e4\ub9e4\uc5d0 \uad00\uc2ec\uc774 \uc788\ub294 \uc5ec\ub7ec\ubd84\uc744 \uc704\ud55c \uac15\uc88c\uc5d0 \uc624\uc2e0 \uac83\uc744 \ud658\uc601\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ubcf8 \ub0b4\uc6a9\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574\uc11c \uae30\ubcf8\uc801\uc778 \ud1b5\uacc4 \uc9c0\uc2dd\uacfc \ud504\ub85c\uadf8\ub798\ubc0d \ub2a5\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uac71\uc815\ud558\uc9c0 \ub9c8\uc2ed\uc2dc\uc624, \uac00\ub2a5\ud55c \uc27d\uac8c \uc124\uba85\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\uc744 \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \uc624\ud788\ub824 \ub354 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc720\ud615<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning)<\/strong>: \uc785\ub825 \ub370\uc774\ud130\uc640 \uc815\ub2f5(\ucd9c\ub825) \ub370\uc774\ud130\uac00 \uc8fc\uc5b4\uc9c0\ub294 \uacbd\uc6b0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacfc\uac70 \uc8fc\uc2dd \uac00\uaca9\uc744 \uae30\ubc18\uc73c\ub85c \ud5a5\ud6c4 \uc8fc\uc2dd \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning)<\/strong>: \uc785\ub825 \ub370\uc774\ud130\ub9cc \uc8fc\uc5b4\uc9c0\uace0 \uc815\ub2f5 \ub370\uc774\ud130\uac00 \uc8fc\uc5b4\uc9c0\uc9c0 \uc54a\ub294 \uacbd\uc6b0\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1\uacfc \uac19\uc740 \uae30\ubc95\uc774 \uc5ec\uae30\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n

\uac15\ud654\ud559\uc2b5(Reinforcement Learning)<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \uadf9\ub300\ud654 \ud558\ub294 \uc804\ub7b5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uad6c\uc870<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uc5ec\ub7ec \uce35\uc758 \ub178\ub4dc(\ub274\ub7f0)\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uac01 \uce35\uc740 \uc774\uc804 \uce35\uc5d0\uc11c \uc804\ub2ec\ub41c \uc2e0\ud638\ub97c \ubc1b\uc544 \uac00\uc911\uce58\ub97c \uc801\uc6a9\ud55c \ud6c4 \ud65c\uc131\ud654 \ud568\uc218\ub97c \ud1b5\ud574 \ub2e4\uc74c \uce35\uc73c\ub85c \uc804\ub2ec\ud569\ub2c8\ub2e4.<\/p>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uac70\ub798 \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ubcf4\ub2e4 \uc815\uad50\ud55c \uc804\ub7b5\uc744 \uc138\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n
\n
\uc815\ud655\ud55c \ub370\uc774\ud130 \ubd84\uc11d<\/li>\n
\uac10\uc815\uc801 \uc694\uc18c \ubc30\uc81c<\/li>\n
\uc2e0\uc18d\ud55c \uc8fc\ubb38 \uc2e4\ud589<\/li>\n
\ubc31\ud14c\uc2a4\ud305\uc744 \ud1b5\ud55c \uc804\ub7b5 \uac80\uc99d<\/li>\n<\/ul>\n
2.2 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uad6c\ud604\uacfc\uc815<\/h3>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc2dc\uc7a5 \ub370\uc774\ud130 \uc218\uc9d1<\/li>\n
\uc804\ucc98\ub9ac \ubc0f \ud0d0\uc0c9\uc801 \ub370\uc774\ud130 \ubd84\uc11d(EDA)<\/li>\n
\ubaa8\ub378 \uc120\uc815 \ubc0f \ud559\uc2b5<\/li>\n
\ubc31\ud14c\uc2a4\ud305 \ubc0f \uc804\ub7b5 \ucd5c\uc801\ud654<\/li>\n
\uc2e4\uc804 \ub9e4\ub9e4<\/li>\n<\/ol>\n
3. \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654(Mean-Variance Optimization)<\/h2>\n
\ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654\ub294 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uc774\ub860\uc758 \uae30\ucd08\uac00 \ub418\ub294 \ubc29\ubc95\ub860\uc73c\ub85c, \uc790\uc0b0\uc758 \uc218\uc775\ub960\uacfc \uc704\ud5d8 \uac04\uc758 \uade0\ud615\uc744 \ub9de\ucd94\uae30 \uc704\ud574 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud574\ub9ac \ub9c8\ucf54\uc704\uce20(Harry Markowitz)\uac00 1952\ub144\uc5d0 \uc81c\uc548\ud55c \uc774\ub860\uc785\ub2c8\ub2e4.<\/p>\n
3.1 \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n
\ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\ub97c \ubc14\ud0d5\uc73c\ub85c \ud569\ub2c8\ub2e4:<\/p>\n
\n
\uae30\ub300 \uc218\uc775\ub960(Expected Return)<\/strong>: \uc790\uc0b0\uc774 \uc7a5\uae30\uc801\uc73c\ub85c \uac00\uc838\uc62c \uac83\uc73c\ub85c \uc608\uc0c1\ub418\ub294 \ud3c9\uade0 \uc218\uc775\ub960\uc785\ub2c8\ub2e4.<\/li>\n
\uc704\ud5d8(Risk)<\/strong>: \uc790\uc0b0 \uc218\uc775\ub960\uc758 \ubcc0\ub3d9\uc131\uc744 \ub098\ud0c0\ub0b4\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \ud45c\uc900\ud3b8\ucc28\ub85c \uce21\uc815\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.2 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad6c\uc131<\/h3>\n
\ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad6c\uc131\uc740 \uac01 \uc790\uc0b0\uc758 \ube44\uc728\uc744 \uacb0\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uac01 \uc790\uc0b0 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\uac00 \uc911\uc694\ud558\uac8c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
3.3 \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654 \uacf5\uc2dd<\/h3>\n
\n Minimize: 1\/2 * w' * \u03a3 * w\n Subject to: \u03bc' * w >= r\n 1' * w = 1\n <\/pre>\n
\uc5ec\uae30\uc11c:<\/p>\n
\n
w<\/code>: \uc790\uc0b0\uc758 \ube44\uc728<\/li>\n
\u03a3<\/code>: \uc790\uc0b0\ub4e4\uc758 \uacf5\ubd84\uc0b0 \ud589\ub82c<\/li>\n
\u03bc<\/code>: \uc790\uc0b0\uc758 \uae30\ub300 \uc218\uc775\ub960 \ubca1\ud130<\/li>\n
r<\/code>: \ubaa9\ud45c \uc218\uc775\ub960<\/li>\n
1<\/code>: \ubca1\ud130\uc758 \uc6d0\uc18c\uac00 \ubaa8\ub450 1\uc778 \ubca1\ud130<\/li>\n<\/ul>\n3.4 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654 \uad6c\ud604<\/h3>\n\nimport numpy as np\nimport pandas as pd\nfrom scipy.optimize import minimize\n\ndef mean_variance_optimization(return_data, target_return):\n returns = return_data.mean()\n cov_matrix = return_data.cov()\n \n num_assets = len(returns)\n \n def objective(weights):\n return 0.5 * np.dot(weights.T, np.dot(cov_matrix, weights))\n \n constraints = (\n {'type': 'eq', 'fun': lambda x: np.sum(x) - 1},\n {'type': 'eq', 'fun': lambda x: np.dot(returns, x) - target_return}\n )\n \n bounds = tuple((0, 1) for asset in range(num_assets))\n initial_weights = num_assets * [1. \/ num_assets]\n \n optimization_results = minimize(objective, initial_weights, method='SLSQP', bounds=bounds, constraints=constraints)\n \n return optimization_results.x\n\n# \uc608\uc2dc \ub370\uc774\ud130\ndata = pd.DataFrame({\n 'Asset1': [0.1, 0.12, 0.15],\n 'Asset2': [0.08, 0.1, 0.09],\n 'Asset3': [0.15, 0.14, 0.2],\n})\n\noptimized_weights = mean_variance_optimization(data, target_return=0.1)\nprint(optimized_weights)\n <\/pre>\n3.5 \uacb0\uacfc \ubd84\uc11d<\/h3>\n\uc704\uc758 \ucf54\ub4dc\uc5d0\uc11c \uad6c\ud55c \ucd5c\uc801\uc758 \uc790\uc0b0 \ube44\uc728\uc740 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \uae30\ub300 \uc218\uc775\ub960\uc774 \ubaa9\ud45c \uc218\uc775\ub960\uc744 \ub9cc\uc871\ud558\uba74\uc11c \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \uad6c\uc870\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \ucd5c\uc801\ud654\ub41c \uac00\uc911\uce58\ub294 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ub9ac\ubc38\ub7f0\uc2f1 \uacfc\uc815\uc5d0\ub3c4 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n\uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc2dc\uc7a5\uc758 \uc5ed\uc0ac\uc801 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc608\uce21\uc744 \ud1b5\ud574 \uac70\ub798 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n 4.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n\ub370\uc774\ud130 \uc218\uc9d1\uc740 API \ub610\ub294 \uc6f9 \uc2a4\ud06c\ub798\ud551\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc73c\uba70, \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uc2dc\uac04\uc5d0 \ub530\ub77c \uc815\ub82c\ud558\uace0 \uacb0\uce21\uac12\uc744 \ucc98\ub9ac\ud55c \ud6c4 \uba54\ud2b8\ub9ad\uc2a4\ub97c \uc0b0\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n 4.2 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/h3>\n\ubaa8\ub378\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud53c\ucc98\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uacfc\uac70 \uac00\uaca9, \uac70\ub798\ub7c9, \uc774\ub3d9 \ud3c9\uade0 \ub4f1\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 4.3 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\n\n# \ub370\uc774\ud130 \ubd84\ud560\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel = RandomForestRegressor()\nmodel.fit(X_train, y_train)\n <\/pre>\n4.4 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ucd5c\uc801\ud654<\/h3>\n\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 RMSE, MAE \ub4f1 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \uc9c4\ud589\ud558\uc5ec \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/p>\n 4.5 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h3>\n\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense\n\n# \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95\nmodel = Sequential()\nmodel.add(Dense(units=64, activation='relu', input_dim=X.shape[1]))\nmodel.add(Dense(units=32, activation='relu'))\nmodel.add(Dense(units=1, activation='linear'))\n\nmodel.compile(optimizer='adam', loss='mean_squared_error')\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel.fit(X_train, y_train, epochs=100, batch_size=10)\n <\/pre>\n5. \ubc31\ud14c\uc2a4\ud305\uacfc \uc804\ub7b5 \ud3c9\uac00<\/h2>\n\uad6c\ucd95\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \uc131\ub2a5\uc744 \uacfc\uac70 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ud14c\uc2a4\ud2b8\ud558\uc5ec \uacb0\uacfc\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \uc218\uc775\uc131 \ubc0f \uc548\uc804\uc131\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5.1 \ubc31\ud14c\uc2a4\ud305 \ud504\ub808\uc784\uc6cc\ud06c \uad6c\ucd95<\/h3>\n\uc54c\uace0\ub9ac\uc998\uc758 \ubc31\ud14c\uc2a4\ud305\uc740 \uc8fc\uc5b4\uc9c4 \uacfc\uac70 \ub370\uc774\ud130\uc5d0 \ub530\ub77c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0 \uc774\ub97c \uc2e4\ud589\ud558\uc5ec \uc131\uacfc\ub97c \uce21\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n 5.2 \uce21\uc815 \uc9c0\ud45c<\/h3>\n\ubc31\ud14c\uc2a4\ud305 \uacb0\uacfc\ub97c \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \uc131\uacfc \uc9c0\ud45c\uac00 \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n \n\uc0e4\ud504 \ube44\uc728(Sharpe Ratio)<\/li>\n \ucd5c\ub300 \ub099\ud3ed(Max Drawdown)<\/li>\n \uc5f0\ud3c9\uade0 \uc218\uc775\ub960(Annualized Return)<\/li>\n<\/ul>\n6. \uacb0\ub860<\/h2>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654\uc5d0 \ub300\ud574 \ub2e4\ub918\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ud68d\ub4dd\ud55c \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc5ec\ub7ec\ubd84\ub9cc\uc758 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \ud000\ud2b8 \ub9e4\ub9e4\uc758 \uc138\uacc4\ub294 \ub04a\uc784\uc5c6\uc774 \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc5ec\ub7ec\ubd84\ub3c4 \ub192\uc740 \uc218\uc775\uc131\uc744 \ub178\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4!<\/p>\n \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 \uac15\uc88c \ubc0f \uc138\ubd80 \ub0b4\uc6a9\uc744 \uc900\ube44\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \uc548\ub155\ud558\uc138\uc694! \ud000\ud2b8 \ub9e4\ub9e4\uc5d0 \uad00\uc2ec\uc774 \uc788\ub294 \uc5ec\ub7ec\ubd84\uc744 \uc704\ud55c \uac15\uc88c\uc5d0 \uc624\uc2e0 \uac83\uc744 \ud658\uc601\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ubcf8 \ub0b4\uc6a9\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574\uc11c \uae30\ubcf8\uc801\uc778 \ud1b5\uacc4 \uc9c0\uc2dd\uacfc \ud504\ub85c\uadf8\ub798\ubc0d \ub2a5\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uac71\uc815\ud558\uc9c0 \ub9c8\uc2ed\uc2dc\uc624, \uac00\ub2a5\ud55c \uc27d\uac8c \uc124\uba85\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uac1c\ub150 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\uc744 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654”<\/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-29455","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud3c9\uade0 \ubd84\uc0b0 \ucd5c\uc801\ud654 - \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\/29455\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd 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