{"id":29319,"date":"2024-10-27T16:17:51","date_gmt":"2024-10-27T16:17:51","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29319"},"modified":"2024-11-26T06:53:06","modified_gmt":"2024-11-26T06:53:06","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%a3%bc%ec%9a%94-%ea%b5%ac%ed%98%84-%ec%b8%a1","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29319\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc8fc\uc694 \uad6c\ud604 \uce21\uba74"},"content":{"rendered":"

<\/p>\n

\n

1. \uc11c\ub860<\/h2>\n

\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \ubcc0\ud654\ub97c \uc774\ub044\ub294 \uc911\uc694\ud55c \uae30\uc220\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc804\ud1b5\uc801\uc778 \uc54c\uace0\ub9ac\uc998\ubcf4\ub2e4 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \ubaa8\ub378\uc758 \uc0ac\uc6a9\uc774 \ub9ce\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \uad6c\ud604 \ubc29\ubc95\uacfc \uc8fc\uc758\ud574\uc57c \ud560 \uc0ac\ud56d\uc744 \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n

2.1 \uba38\uc2e0\ub7ec\ub2dd<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \uace0\uc804\uc801\uc778 \ud1b5\uacc4\uc801 \ubc29\ubc95\ub4e4\uacfc\ub294 \ub2ec\ub9ac \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \ud328\ud134\uc744 \ucc3e\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n

2.2 \ub525\ub7ec\ub2dd<\/h3>\n

\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc774\uba70, \uc774\ubbf8\uc9c0, \uc74c\uc131 \ubc0f \ud14d\uc2a4\ud2b8 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \ud3ed\ub113\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \ub525\ub7ec\ub2dd\uc740 \ubcf5\uc7a1\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\uc810\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub9e4\ub9e4\ub97c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub294 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ud22c\uc790\uc790\ub294 \ub9e4\ub9e4 \uaddc\uce59\uc744 \uc124\uc815\ud558\uace0, \uc54c\uace0\ub9ac\uc998\uc740 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\ub294 \uae30\uc220\uc801 \ubd84\uc11d, \uc7ac\ubb34 \uc9c0\ud45c, \uc2dc\uc7a5 \uc2ec\ub9ac \ub4f1 \ub2e4\uc591\ud55c \uc694\uc18c\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc758 \uc124\uacc4 \ubc0f \uad6c\ud604<\/h2>\n

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

\ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc758 \uc131\ud328\ub294 \ub370\uc774\ud130\uc758 \uc9c8\uacfc \uc591\uc5d0 \ub530\ub77c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n

\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc885\uc885 \uacb0\uce21\uce58, \uc774\uc0c1\uce58 \ub610\ub294 \ub178\uc774\uc988\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc804\ucc98\ub9ac \ub2e8\uacc4\uc5d0\uc11c \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud574\uc57c \ud558\uba70, \uc774 \uacfc\uc815\uc740 feature engineering, \uc815\uaddc\ud654 \ubc0f \uc2a4\ucf00\uc77c\ub9c1 \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n

4.3 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n

\ubb38\uc81c\uc758 \uc885\ub958\uc5d0 \ub530\ub77c \uc801\ud569\ud55c \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud68c\uadc0 \ubb38\uc81c\uc5d0\ub294 \uc120\ud615 \ud68c\uadc0\ub098 \uacb0\uc815 \ud2b8\ub9ac \ud68c\uadc0\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uace0, \ubd84\ub958 \ubb38\uc81c\uc5d0\ub294 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0, SVM, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uac80\ud1a0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

5. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud6c8\ub828<\/h2>\n

5.1 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\ub9ac<\/h3>\n

\ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\ub9ac\ud558\uc5ec \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c 70-80%\uc758 \ub370\uc774\ud130\ub97c \ud6c8\ub828\uc5d0, \ub098\uba38\uc9c0 20-30%\ub97c \ud14c\uc2a4\ud2b8\uc5d0 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n

5.2 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n

\uc120\ud0dd\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \uad50\ucc28 \uac80\uc99d \ub4f1\uc744 \ud1b5\ud574 \ubaa8\ub378 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uacfc\uc815\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

6. \uc131\ub2a5 \ud3c9\uac00<\/h2>\n

\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uac83\uc740 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c Accuracy, Precision, Recall, F1 Score, AUC-ROC \ub4f1\uc758 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud3c9\uac00\ud569\ub2c8\ub2e4. \uae08\uc735\uc5d0\uc11c\ub294 Sharpe Ratio, Max Drawdown\uacfc \uac19\uc740 \uae08\uc735 \uc9c0\ud45c\ub3c4 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

7. \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c \uad6c\ud604<\/h2>\n

7.1 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c<\/h3>\n

\ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud574\uc57c \ud569\ub2c8\ub2e4. \uc804\ub7b5 \uac1c\ubc1c \uc2dc\uc5d0\ub294 \ub9ac\uc2a4\ud06c \uad00\ub9ac, \ud3ec\uc9c0\uc158 \uc0ac\uc774\uc9d5 \ubc0f \ub9e4\ub9e4 \uc2dc\uc810\uc744 \uc2e0\uc911\ud558\uac8c \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

7.2 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h3>\n

\uac1c\ubc1c\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\uae30 \uc704\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc774\ub294 API\ub97c \ud1b5\ud574 \uac70\ub798\uc18c\uc640 \uc5f0\uacb0\ub418\uba70, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc8fc\ubb38 \uc2e4\ud589 \ub85c\uc9c1\uc744 \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n

\n

8. \uacb0\ub860<\/h2>\n

\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub9ce\uc740 \uac00\ub2a5\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \uc5ec\uc804\ud788 \ud65c\ubc1c\ud55c \uc5f0\uad6c\uac00 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\uc640 \ud568\uaed8 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc640 \uaddc\uc81c \uc900\uc218 \ub610\ud55c \uc911\uc694\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub97c \ud1b5\ud574 \uc774\ud574\ud55c \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud574 \ubcf4\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/section>\n

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1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \ubcc0\ud654\ub97c \uc774\ub044\ub294 \uc911\uc694\ud55c \uae30\uc220\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc804\ud1b5\uc801\uc778 \uc54c\uace0\ub9ac\uc998\ubcf4\ub2e4 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \ubaa8\ub378\uc758 \uc0ac\uc6a9\uc774 \ub9ce\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \uad6c\ud604 \ubc29\ubc95\uacfc \uc8fc\uc758\ud574\uc57c \ud560 \uc0ac\ud56d\uc744 \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4. 2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150 2.1 \uba38\uc2e0\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc744 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc8fc\uc694 \uad6c\ud604 \uce21\uba74”<\/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-29319","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, \uc8fc\uc694 \uad6c\ud604 \uce21\uba74 - 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