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\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uadf8 \uc758\ubbf8\uac00 \ub354\uc6b1 \uac15\uc870\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 \uc5bb\uae30 \ud798\ub4e0 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uae30\uacc4\ud559\uc2b5 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc774 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uace0,\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":29291,"url":"https:\/\/atmokpo.com\/w\/29291\/","url_meta":{"origin":28688,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc804\uc774\ud559\uc2b5 \uc801\uc740 \ub370\uc774\ud130\ub85c \ub354 \ube60\ub978 \ud6c8\ub828","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144, \ucd5c\ucca8\ub2e8 \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \uac70\ub798\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \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":28900,"url":"https:\/\/atmokpo.com\/w\/28900\/","url_meta":{"origin":28688,"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":28688,"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\/28688","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=28688"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28688\/revisions"}],"predecessor-version":[{"id":28689,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28688\/revisions\/28689"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=28688"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=28688"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=28688"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

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<\/p>\n

1. \uc11c\ub860<\/h2>\n
\n \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4\ub3c4 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0\uc11c \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc2dc\uadf8\ub110 \uc0dd\uc131\uc744 \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 LightGBM\uacfc CatBoost\ub77c\ub294 \ub450 \uac00\uc9c0 \ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uadf8\ub110 \uc0dd\uc131(\ub9e4\ub9e4 \uc2e0\ud638\ub97c \ub3c4\ucd9c\ud558\ub294 \uacfc\uc815)\uc744 \uad6c\ud604\ud560 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\ub9e4\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub54c \ub9e4\ub9e4 \uacb0\uc815\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \ub3c4\ucd9c\ub41c \uc2e0\ud638\ub97c \uae30\ubc18\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc774 \uae30\uc220\uc801 \ubd84\uc11d\uc774\ub098 \uae30\ubcf8\uc801 \ubd84\uc11d\uc5d0 \uc758\uc874\ud558\ub294 \ubc18\uba74, \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc804\ub7b5\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \ubbf8\ub798\uc758 \uac00\uaca9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud558\ub824 \ud569\ub2c8\ub2e4.\n <\/p>\n

2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc5ed\ud560<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc785\ub825\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0, \ub9e4\ub9e4 \uacb0\uc815\uc744 \uc704\ud55c \uc911\uc694\ud55c \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc54c\uace0\ub9ac\uc998\uc740 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc774 \ub2e4\ub974\ubbc0\ub85c, \ud2b9\uc815 \uc0c1\ud669\uc5d0 \uc54c\ub9de\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n

2.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n
\n \ub525\ub7ec\ub2dd\uc740 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ud2b9\ud788 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \ud0c1\uc6d4\ud558\uc5ec, \ucd5c\uadfc \uba87 \ub144\uac04 \uc5ec\ub7ec \ud2b8\ub808\uc774\ub529 \ud68c\uc0ac\ub4e4\uc774 \ub525\ub7ec\ub2dd \uae30\ubc18 \ubaa8\ub378\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ud559\uc2b5 \uc2dc\uac04\uacfc \uc790\uc6d0 \uc18c\ubaa8\uac00 \ud06c\uae30 \ub54c\ubb38\uc5d0, \uc2dc\uadf8\ub110 \uc0dd\uc131\uc5d0\uc11c \ud6a8\uc728\uc131\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n

3. LightGBM\uacfc CatBoost \uc18c\uac1c<\/h2>\n
\n LightGBM\uacfc CatBoost\ub294 \uac01\uac01 Microsoft\uc640 Yandex\uc5d0\uc11c \uac1c\ubc1c\ud55c \uadf8\ub77c\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \uba38\uc2e0(Gradient Boosting Machine) \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc774\ub4e4 \uc54c\uace0\ub9ac\uc998\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub192\uc740 \uc131\ub2a5\uc744 \uc6d0\ud558\uba70, \uc0c1\ub300\uc801\uc73c\ub85c \ube60\ub978 \ud559\uc2b5 \uc18d\ub3c4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n <\/p>\n

3.1 LightGBM<\/h3>\n

\n LightGBM\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ud6a8\uc728\uc801\uc73c\ub85c \ub3d9\uc791\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \ubd80\uc2a4\ud305 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \uc131\ub2a5 \ubc0f \uc18d\ub3c4 \uba74\uc5d0\uc11c \uc6b0\uc218\ud558\uba70, \ud2b9\ud788 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.\n <\/p>\n

\ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c histrogram \uae30\ubc18 \uc54c\uace0\ub9ac\uc998 \uc0ac\uc6a9<\/li>\n
\uc778\uc2a4\ud134\uc2a4\uc5d0 \ub300\ud55c \uac00\uc911\uce58 \uc870\uc815\uc73c\ub85c \ub2e4\uc911 \ubd84\ub958 \ubb38\uc81c \uc9c0\uc6d0<\/li>\n

\ub2e4\uc591\ud55c \uc190\uc2e4 \ud568\uc218 \uc9c0\uc6d0<\/li>\n<\/ul>\n

3.2 CatBoost<\/h3>\n

\n CatBoost\ub294 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uba70, \uc6d0\ud56b \uc778\ucf54\ub529\uacfc \uac19\uc740 \uc0ac\uc804 \ucc98\ub9ac \uc5c6\uc774\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc774\ub294 \ud2b8\ub808\uc774\ub529 \ub370\uc774\ud130\uc5d0 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \ubc94\uc8fc\ud615 \ud2b9\uc131\ub4e4\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.\n <\/p>\n

\ubc94\uc8fc\ud615 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ub124\uc774\ud2f0\ube0c \uc9c0\uc6d0<\/li>\n
\uc790\ub3d9\uc73c\ub85c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd \uac00\ub2a5<\/li>\n

\ub2e4\uc591\ud55c \ubb38\uc81c\uc5d0 \ub300\ud55c \uc801\ud569\uc131<\/li>\n<\/ul>\n

4. \ub370\uc774\ud130 \uc900\ube44<\/h2>\n
\n \ubcf8 \uac15\uc88c\uc758 \ucf54\ub4dc\ub97c \ud1b5\ud574 LightGBM\uacfc CatBoost\ub97c \ud6c8\ub828\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc801\uc808\ud55c \ub370\uc774\ud130\uc14b\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uae08\uc735 \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uac04\uc5d0 \ub530\ub978 \uc8fc\uac00 \ubc0f \uac70\ub798\ub7c9 \ub370\uc774\ud130\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc8fc\uc694 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n <\/p>\n

4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n

\n \ub370\uc774\ud130\ub294 Yahoo Finance, Alpha Vantage, Quandl\uacfc \uac19\uc740 \ub370\uc774\ud130 \uc81c\uacf5 \uc11c\ube44\uc2a4\ub85c\ubd80\ud130 \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 pandas_datareader \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ud569\ub2c8\ub2e4.\n <\/p>\n

\nimport pandas as pd\nimport pandas_datareader.data as web\nfrom datetime import datetime\n\nstart = datetime(2010, 1, 1)\nend = datetime(2023, 5, 1)\ndata = web.DataReader('AAPL', 'yahoo', start, end)\n    <\/code><\/pre>\n4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\n        \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uacb0\uce21\uac12 \ucc98\ub9ac \ubc0f \ud2b9\uc131 \ubcc0\ud658 \ub4f1\uc758 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc774\ub3d9 \ud3c9\uade0, \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218(RSI) \ub4f1\uc758 \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\ndata['MA20'] = data['Close'].rolling(window=20).mean()\ndata['RSI'] = compute_rsi(data['Close'])\ndata.dropna(inplace=True)\n    <\/code><\/pre>\n5. \ubaa8\ub378 \ud6c8\ub828<\/h2>\n\n        \ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uba74 LightGBM \ubc0f CatBoost \ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc54c\uace0\ub9ac\uc998\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uc5ec \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ub04c\uc5b4\ub0b4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n    <\/p>\n
5.1 LightGBM \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\nimport lightgbm as lgb\nfrom sklearn.model_selection import train_test_split\n\nX = data[['MA20', 'RSI']]\ny = data['Signal']  # \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\nlgb_model = lgb.LGBMClassifier()\nlgb_model.fit(X_train, y_train)\n    <\/code><\/pre>\n5.2 CatBoost \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\nfrom catboost import CatBoostClassifier\n\ncat_model = CatBoostClassifier(cat_features=['CategoricalFeature1'], verbose=0)\ncat_model.fit(X_train, y_train)\n    <\/code><\/pre>\n6. \ubaa8\ub378 \ud3c9\uac00<\/h2>\n\n        \ubaa8\ub378\uc758 \uc608\uce21 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 Score \ub4f1\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \ud488\uc9c8\uc744 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\nfrom sklearn.metrics import accuracy_score, classification_report\n\nlgb_pred = lgb_model.predict(X_test)\ncat_pred = cat_model.predict(X_test)\n\nprint(\"LightGBM Accuracy:\", accuracy_score(y_test, lgb_pred))\nprint(\"CatBoost Accuracy:\", accuracy_score(y_test, cat_pred))\nprint(classification_report(y_test, lgb_pred))\nprint(classification_report(y_test, cat_pred))\n    <\/code><\/pre>\n7. \uc2dc\uadf8\ub110 \uc0dd\uc131 \ubc0f \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n\n        \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ubaa8\ub378\uc744 \ud1b5\ud574 \uc0dd\uc131\ud55c \uc2e0\ud638\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\uc131\ud558\uace0, \uc218\uc775\uc131\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.\n    <\/p>\n
\ndata['Predicted_LGBM'] = lgb_model.predict(X)\ndata['Predicted_CatBoost'] = cat_model.predict(X)\n\n# \ub9e4\uc218\/\ub9e4\ub3c4 \uc2e0\ud638 \uc0dd\uc131\ndata['Trading_Signal'] = data['Predicted_LGBM'].diff()\n    <\/code><\/pre>\n8. \uacb0\ub860 \ubc0f \ud5a5\ud6c4 \uc5f0\uad6c \ubc29\ud5a5<\/h2>\n\n        \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 LightGBM\uacfc CatBoost\ub97c \uc0ac\uc6a9\ud55c \uc2dc\uadf8\ub110 \uc0dd\uc131 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\ubc95\uc740 \ub354\uc6b1 \ubc1c\uc804\ub41c \uc54c\uace0\ub9ac\uc998\uc758 \ub3c4\uc785 \ubc0f \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d\uc744 \ud1b5\ud574 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc774 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0\uc11c \uc5ed\ud560\uc744 \ub354\uc6b1 \uac15\ud654\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.\n    <\/p>\n
8.1 \ucd94\uac00\uc801\uc778 \uc5f0\uad6c<\/h3>\n\n        \ud5a5\ud6c4\uc5d0\ub294 \ub354 \ub9ce\uc740 \ud2b9\uc131\uc744 \ucd94\uac00\ud558\uace0, ensemble \uae30\ubc95\uc744 \ud1b5\ud574 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\ub294 \ubc29\uc548\uc744 \ubaa8\uc0c9\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uac15\ud654\ud559\uc2b5\uacfc \uac19\uc740 \uc0c8\ub85c\uc6b4 \uc811\uadfc\ubc95\uc744 \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc601\uc5ed\uc744 \ub354 \ud655\uc7a5\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n
9. \ucc38\uace0\uc790\ub8cc<\/h2>\n\n1. ‘Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow’ – Aur\u00e9lien G\u00e9ron<\/li>\n
2. ‘Introduction to Statistical Learning’ – Gareth James et al.<\/li>\n
3. ‘Pattern Recognition and Machine Learning’ – Christopher Bishop<\/li>\n
4. LightGBM Documentation: lightgbm.readthedocs.io<\/a><\/li>\n
5. CatBoost Documentation: catboost.ai<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4\ub3c4 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0\uc11c \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc2dc\uadf8\ub110 \uc0dd\uc131\uc744 \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 LightGBM\uacfc CatBoost\ub77c\ub294 \ub450 \uac00\uc9c0 \ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uadf8\ub110 \uc0dd\uc131(\ub9e4\ub9e4 \uc2e0\ud638\ub97c \ub3c4\ucd9c\ud558\ub294 \uacfc\uc815)\uc744 \uad6c\ud604\ud560 \uac83\uc785\ub2c8\ub2e4. 2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\ub9e4\ub97c \uc790\ub3d9\uc73c\ub85c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, LightGBM\uacfc CatBoost\ub85c \uc2dc\uadf8\ub110 \uc0dd\uc131”<\/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-28688","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, LightGBM\uacfc CatBoost\ub85c \uc2dc\uadf8\ub110 \uc0dd\uc131 - \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\/28688\/\" \/>\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 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, LightGBM\uacfc CatBoost\ub85c \uc2dc\uadf8\ub110 \uc0dd\uc131 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4\ub3c4 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 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